Model-DID Regressions - V04
Mike Wise
30 April 2017
Data pre-processed and analyzied from chat logs and web logs by Marcus Collins.
Analysis based on R-Scripts from Jacob LaRiviere.
R-Markdown and plots from Mike Wise.
Initialization of libraries
library(tidyverse,quietly=T,warn.conflicts=F)
library(lubridate,quietly=T,warn.conflicts=F)
library(scales,quietly=T,warn.conflicts=F)
library(zoo,quietly=T,warn.conflicts=F)
library(lmtest,quietly=T,warn.conflicts=F)
library(sandwich,quietly=T,warn.conflicts=F)
library(gridExtra,quietly=T,warn.conflicts = F)
library(knitr,quietly=T,warn.conflicts = F)Set random seeds, record start time and version.
set.seed(1234)
version <-0.4
versionstring <- sprintf("Version %.1f",version)
starttime <- Sys.time()
startfmttime <- sprintf(format(starttime, "%d %b %Y - %H:%M:%S"))
print(sprintf("%s created on %s",versionstring,startfmttime))## [1] "Version 0.4 created on 30 Apr 2017 - 11:30:19"Various constants
tztz <- "UTC" # Apparently all of our time zones are UTC...
s2date <- function(strdate){
return(as.POSIXct(strdate,tz=tztz))
}
firstday <- s2date("2015-01-01") # we will count days from the first day in 2015
smcdates <- c("2016-08-17 07:00/red/0-30%",
"2016-09-01 07:00/red/30-50%",
"2016-09-07 07:00/red/50-100%")
xbxdates <- c("2016-10-11 07:00/purple/0-10%",
"2016-10-18 07:00/purple/10-30%",
"2016-11-01 07:00/purple/30-50%",
"2016-12-15 08:00/purple/50-90%",
"2016-11-17 08:00/blue/content change")
totdates <- c(smcdates,xbxdates)
smcback <- "lightsteelblue1"
xbxback <- "darkseagreen2"
xabback <- "darkseagreen3"
totback <- "wheat"
fpath <- "TorontoData"
sdate <- s2date("2016-06-01")
mdate <- s2date("2017-01-01")
edate <- s2date("2017-03-07")
verbose <- 2Misc utility functions
crackdate <- function(datestr){
sar <- unlist(strsplit(datestr,"/"))
sdate <- sar[[1]]
date <- s2date(sdate)
val <- 0
sval <- sar[[3]]
levpart <- sar[[3]]
pctpresent <- F
if (grepl("%",levpart)){
levpart <- gsub("%","",levpart)
val <- as.numeric(unlist(strsplit(levpart,"-"))[[2]])
sval <- gsub("-","_",levpart)
pctpresent <- T
}
return(list(date=date,sdate=sdate,val=val,sval=sval,pctpresent=pctpresent))
}
addStepDateToVek <- function(dates,idx,dtvek,vvek){
cd1 <- crackdate(dates[[idx]])
if (!cd1$pctpresent){
# if there is no % don't do anything
return(vvek)
}
dt1 <- cd1$date
if (idx<length(dates)){
cd2 <- crackdate(dates[[idx+1]])
dt2 <- cd2$date
} else {
dt2 <- max(dtvek)
}
#print("addstepdate")
#print(dt1)
#print(dt2)
val <- cd1$val
tochg <- dt1<=dtvek & dtvek<= dt2
vvek[ tochg ] <- val
#print(sprintf("changed %d values to %d",sum(tochg),val))
return(vvek)
}
getStepDates <- function(dates,dtvek){
vvek <- rep(0,length(dtvek))
for (i in 1:length(dates)){
vvek <- addStepDateToVek(dates,i,dtvek,vvek)
}
return(vvek)
}
getSmcStepDates <- function(dtvek){
return(getStepDates(smcdates,dtvek))
}
getXabStepDates <- function(dtvek){
return(getStepDates(xbxdates,dtvek))
}Plot functions
addVlinesAndText <- function(vlines,gp){
if (is.null(vlines)) return(gp) # do nothing in this case
# split the lines and convert to data.frame
sar <- strsplit(vlines,"/")
# the following reforms the date strings into a data.frame for geom_vline
ldf <- data.frame(t(matrix(unlist(sar),length(sar[[1]]),length(sar)))) #tricky
names(ldf) <- c("dt","clr","lab")
ldf$dt <- s2date(ldf$dt)
ldf$ndt <- as.numeric(ldf$dt)
# add a newline to the front so as to display the text
# this keeps the text from writing on top of the vline
ldf$lab <- paste0("\n",ldf$lab)
# now actually add the verticle lines and the text
gp <- gp + geom_vline(xintercept=ldf$ndt,color=ldf$clr) +
annotate(geom="text",x=ldf$dt,y=0,label=ldf$lab,color=ldf$clr,hjust=0,angle=90,na.rm=T)
return(gp)
}
addBackground <- function(backg,gp){
if (is.null(backg)) return(gp) # do nothing in this case
gp <- gp + theme(panel.background = element_rect(fill = backg))
return(gp)
}
overdate <- function(ovdate,defdate){
# date override
rv <- defdate
if (!is.null(ovdate)) {
rv <- ovdate
}
return(rv)
}
dailyplot <- function(ddf,x,y,mtit="",xlab="date",stit=NULL,
ylab=NULL,vlines=NULL,backg=NULL,series=NULL,clrs=NULL,
ovsdate=NULL,ovedate=NULL,rotxaxtxt=0){
# Single series plot with monthly breaks on the x-axis
# override dates if needed
dpsdate <- overdate(ovsdate,sdate)
dpedate <- overdate(ovedate,edate)
brkctrl <- "1 month"
dltdays <- difftime(dpedate,dpsdate,"days")
if (dltdays<30) brkctrl <- "1 day"
gp <- ggplot(ddf,aes_string(x=x,y=y)) +
geom_line(aes_string(color=series),na.rm=T) +
labs(title=mtit,xlab=xlab,ylab=ylab,subtitle=stit) +
scale_x_datetime("Date",breaks = date_breaks(brkctrl),limits=c(dpsdate,dpedate))
gp <- addVlinesAndText(vlines,gp)
gp <- addBackground(backg,gp)
if (rotxaxtxt!=0){
gp <- gp + theme(axis.text.x = element_text(angle = rotxaxtxt, hjust = 0))
}
if (!is.null(clrs)){
gp <- gp + scale_color_manual(values=clrs)
}
return(gp)
}
residplot <- function(ddf,x,y,mtit="",xlab="date",ylab=NULL,vlines=NULL,backg=NULL,series=NULL,ovsdate=NULL,ovedate=NULL){
# Single series plot with monthly breaks on the x-axis
# override dates if needed
dpsdate <- overdate(ovsdate,sdate)
dpedate <- overdate(ovedate,edate)
brkctrl <- "1 month"
dltdays <- difftime(dpedate,dpsdate,"days")
if (dltdays<30) brkctrl <- "1 day"
gp <- ggplot(ddf,aes_string(x=x,y=y)) +
geom_point(aes_string(color=series),na.rm=T) +
xlab(xlab) + ylab(ylab) + ggtitle(mtit) +
scale_x_datetime("Date",breaks = date_breaks(brkctrl),limits=c(dpsdate,dpedate)) +
theme(axis.text.x = element_text(angle = 30, hjust = 1))
gp <- addVlinesAndText(vlines,gp)
gp <- addBackground(backg,gp)
hp <- ggplot(ddf) + geom_histogram(aes_string(x=y),bins=30)
hp <- addBackground(backg,hp)
ghp <- grid.arrange(gp, hp, ncol=2,widths = c(2,1))
return(ghp)
}Read in consolidated chat, call, and session volume data
stload <- Sys.time()
tfname <- sprintf("%s/%s",fpath,"colsolidatedTorontoData02.csv")
condf <- read.csv(tfname)
minsessfilt <- 5000
nbef <- nrow(condf)
condf <- condf %>% filter(minsessfilt<actsess)
naft <- nrow(condf)
print(sprintf("Filtered %d of %d hours because sessions less than %d",(nbef-naft),naft,minsessfilt))## [1] "Filtered 9 of 5814 hours because sessions less than 5000"condf <- condf %>% mutate( dt = as.POSIXct(dt,tz=tztz) ) %>%
mutate( log_winchib = log(winchib) ) %>%
mutate( log_wincall = log(wincall) ) %>%
mutate( log_xbxchib = log(xbxchib) ) %>%
mutate( log_xtkchib = log(xtkchib) ) %>%
mutate( log_xabchib = log(xabchib) ) %>%
mutate( log_xbxcall = log(xbxcall) ) %>%
mutate( log_xtkcall = log(xtkcall) ) %>%
mutate( log_xabcall = log(xabcall) ) %>%
mutate( rate_winchib = winchib/actsess ) %>%
mutate( rate_wincall = wincall/actsess ) %>%
mutate( rate_xbxchib = xbxchib/actsess ) %>%
mutate( rate_xtkchib = xtkchib/actsess ) %>%
mutate( rate_xabchib = xabchib/actsess ) %>%
mutate( rate_xbxcall = xbxcall/actsess ) %>%
mutate( rate_xtkcall = xtkcall/actsess ) %>%
mutate( rate_xabcall = xabcall/actsess )
dcondf <- condf %>% group_by(dnum) %>% summarise(dt=min(dt),
totchib=sum(totchib),winchib=sum(winchib),xbxchib=sum(xbxchib),
totcall=sum(totcall),wincall=sum(wincall),xbxcall=sum(xbxcall),
actsess=sum(actsess),actuser=sum(actuser)
)
elap <- as.numeric((Sys.time()-stload)[1],units="secs")
print(sprintf("Loading consolidated data took %.1f secs",elap))## [1] "Loading consolidated data took 0.2 secs"chats
if (verbose>=2){
pltdf <- dcondf %>% gather(series,chib,-dt) %>% filter(series %in% c("totchib","winchib","xbxchib"))
dailyplot(pltdf,"dt","chib",series="series",mtit="Chats In Block",ylab="Sum",vlines=totdates,backg=totback)
}
# calls
if (verbose>=2){
pltdf <- dcondf %>% gather(series,call,-dt) %>% filter(series %in% c("totcall","wincall","xbxcall"))
dailyplot(pltdf,"dt","call",series="series",mtit="Calls",ylab="Sum",vlines=totdates,backg=totback)
}
# sessions
if (verbose>=2){
pltdf <- dcondf %>% gather(series,active,-dt) %>% filter(series %in% c("actsess","actuser"))
dailyplot(pltdf,"dt","active",series="series",mtit="Sessions",ylab="Sum",vlines=totdates,backg=totback)
}
regression code
results1 <- list()
results2 <- list()
initResults <- function(){
results1 <<- list()
results2 <<- list()
}
addToResults1 <- function(newresults){
results1[[length(results1)+1]] <<- newresults
}
addToResults2 <- function(newresults){
results2[[length(results2)+1]] <<- newresults
}
listtodf <- function(lst){
nr <- length(lst) # rows
if (nr==0) return(NULL)
nvek <- names(lst[[1]])
nc <- length(nvek) # columns
df <- data.frame(idx=1:nr) # preallocate length
for (i in 1:nc){
iname <- nvek[i]
df[[iname]] <- sapply(lst,`[[`,iname)
}
return(df)
}
getResults1 <- function(){
return(listtodf(results1))
}
getResults2 <- function(){
return(listtodf(results2))
}
formlist = list(
formel1="%s ~ hour + dow + lin1 + lin2 + postchange",
formel2a="%s ~ hour * dow - 1",
formel2b="%s ~ lin1 + lin2 + postchange",
formel2c="%s ~ Dc + Dt + DD",
formeldid="%s ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW)"
# formel2b="%s ~ lin0 + postchange"
)doregressiondid <- function(df,vname,formel,verbosetxt=1){
formstr <- sprintf(formlist[[formel]],vname)
form <- as.formula(formstr)
fit <- glm(form,data=df)
summary_fit <- summary(fit)
coeftest_fit <- coeftest(fit, vcov = vcovHC(fit, "HC1"))
if (verbosetxt>1){
print(summary_fit)
}
if (verbosetxt>0){
print(coeftest_fit)
}
df$resid <- resid(fit)
# df$predicted <- df[[vname]]-df$resid
df$predicted <- predict(fit,df)
# for debugging
ffit <<- fit
sfit <<- summary_fit
cfit <<- coeftest_fit
return(list(df=df,formstr=formstr,fit=fit,sfit=summary_fit,cfit=coeftest_fit))
}
getregdfdid <- function(odf,vname,vname_ctr,vname_trt,sdate,befdays=7,aftdays=7){
odf$DOW <- wday(odf$dt)
odf$HOD <- hour(odf$dt)
df <- odf[c("dt","HOD","DOW",vname_ctr,vname_trt)]
df <- df %>% gather(series,vname,c(-dt,-HOD,-DOW))
df[vname] <- df$vname
df$vname <- NULL
print(sdate)
crk <- crackdate(sdate)
sregdate <- crk$date - days(befdays)
eregdate <- crk$date + days(aftdays)
print(sprintf("getregdfdid - sdate:%s sregdate:%s eregdate:%s",
sdate,sregdate,eregdate))
df <- df %>% filter( sregdate<=dt & dt<= eregdate )
cutdate <- crk$date
scutidx <- which(df$dt==cutdate)
print(crk$sdate)
print(scutidx)
print(sprintf("scutidx:%d",scutidx))
df <- df %>% mutate( Dc = ifelse(series==vname_trt,1L,0L) ) %>%
mutate( idx = 1:nrow(df) ) %>%
mutate( Dt = ifelse(dt>crk$date,1L,0L) ) %>%
mutate( DD = Dt*Dc )
# Print out a summary of the numeric columns for debugging
regdf <- df
regdf$series <- NULL
print(summary(regdf))
return(df)
}
getclrs <- function(vname,vname_ctr,vname_trt){
cn1 <- paste( vname_ctr,vname,sep="-")
cn2 <- paste0(vname_ctr,"-predicted")
cn3 <- paste( vname_trt,vname,sep="-")
cn4 <- paste0(vname_trt,"-predicted")
clrs <- c("darkcyan","purple","red","darkgreen")
names(clrs) <- c(cn1,cn2,cn3,cn4)
clrs
}
regressdid <- function(df,vname,vname_ctr,vname_trt,dates,chgdate,
area,backg,mtit1,befdays=7,aftdays=7,model="model-did"){
idx <- length(results1)+1
rdf <- getregdfdid(df,vname,vname_ctr,vname_trt,chgdate,befdays,aftdays)
rv <- doregressiondid(rdf,vname,"formeldid")
rrv <<- rv
if (verbose>0){
# df1 <- rv$df %>% gather_("series",vname,c(vname,"predicted"))
# build plot dataframe
pdf <- rv$df[c("dt","series",vname,"predicted")]
pdf <- gather(pdf,nseries,value,-dt,-series)
pdf$series <- paste(pdf$series,pdf$nseries,sep="-")
pdf[vname] <- pdf$value
mtit <- sprintf("%d - %s : %s",idx,mtit1,rv$formstr)
stit <- sprintf("Control: %s Treatment:%s",vname_ctr,vname_trt)
clrs <- getclrs(vname,vname_ctr,vname_trt)
plt <- dailyplot(pdf,"dt",vname,series="series",mtit,stit=stit,ylab="Sum",clrs=clrs,
vlines=chgdate,backg=backg,ovsdate=min(rv$df$dt),ovedate=max(rv$df$dt),rotxaxtxt=-30)
print(table(pdf$series))
suppressWarnings(print(plt))
mtit <- sprintf("%d - DID Residuals - %s",idx,mtit1)
plt <- residplot(rv$df,"dt","resid",mtit,ylab="Sum",
vlines=chgdate,backg=backg,ovsdate=min(rv$df$dt),ovedate=max(rv$df$dt))
}
crk <- crackdate(chgdate)
newresults <- list(var=vname,
title=mtit1,
chgDate=crk$sdate,
chgVal=crk$sval,
model=model,
formula=rv$formstr,
chgCoef.fit=rv$fit$coefficients["DD"],
chgCoef.smry=rv$sfit$coefficients["DD",1],
chgStd.smry=rv$sfit$coefficients["DD",2],
chgTval.smry=rv$sfit$coefficients["DD",3],
chgPval.smry=rv$sfit$coefficients["DD",4],
chgZval.cfit=rv$cfit["DD","z value"],
chgPval.cfit=rv$cfit["DD","Pr(>|z|)"]
)
addToResults1(newresults)
}
regressoverdatesdid <- function(model,df,vname,vname_ctr,vname_trt,area,title,befdays=7,aftdays=7){
dates <- xbxdates
backg <- xbxback
atit <- sprintf("%s - %s",area,title)
for (chgdate in dates){
switch(model,
"model-did"=regressdid(condf,vname,vname_ctr,vname_trt,dates,chgdate,
area,backg,atit,befdays=befdays,aftdays=aftdays)
)
}
}initResults()
justdoone <- F
# we just want DID with Xbox
m <- "model-did"
if (justdoone){
regressoverdatesdid(m,condf,"chats","xtkchib","xabchib","Xbox","Hourly Chats")
} else {
regressoverdatesdid(m,condf, "chats", "xtkchib", "xabchib","Xbox","Hourly Chats")
regressoverdatesdid(m,condf, "log_chats", "log_xtkchib", "log_xabchib","Xbox","log(Hourly Chats)")
regressoverdatesdid(m,condf,"rate_chats","rate_xtkchib","rate_xabchib","Xbox","Hourly Chat Rate")
regressoverdatesdid(m,condf, "calls", "xtkcall", "xabcall","Xbox","Hourly Calls")
regressoverdatesdid(m,condf, "log_calls", "log_xtkcall", "log_xabcall","Xbox","log(Hourly Calls)")
regressoverdatesdid(m,condf,"rate_calls","rate_xtkcall","rate_xabcall","Xbox","Hourly Call Rate")
}## [1] "2016-10-11 07:00/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11 07:00/purple/0-10% sregdate:2016-10-04 07:00:00 eregdate:2016-10-18 07:00:00"
## [1] "2016-10-11 07:00"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
## dt HOD DOW chats Dc idx Dt DD
## Min. :2016-10-04 07:00:00 Min. : 0.00 Min. :1.00 Min. : 4.0 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-10-07 22:15:00 1st Qu.: 5.00 1st Qu.:2.00 1st Qu.: 53.0 1st Qu.:0.0 1st Qu.:164.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-10-11 12:00:00 Median :11.00 Median :4.00 Median : 95.5 Median :0.5 Median :327.5 Median :1.0000 Median :0.0000
## Mean :2016-10-11 09:17:25 Mean :11.42 Mean :3.96 Mean :113.5 Mean :0.5 Mean :327.5 Mean :0.5138 Mean :0.2569
## 3rd Qu.:2016-10-14 21:45:00 3rd Qu.:17.75 3rd Qu.:6.00 3rd Qu.:159.8 3rd Qu.:1.0 3rd Qu.:490.8 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :2016-10-18 07:00:00 Max. :23.00 Max. :7.00 Max. :360.0 Max. :1.0 Max. :654.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 240.79270 10.67907 22.5481 < 2.2e-16 ***
## Dc -85.50943 3.71908 -22.9921 < 2.2e-16 ***
## Dt -5.79384 3.95444 -1.4651 0.1428801
## DD -3.10961 5.20768 -0.5971 0.5504264
## as.factor(HOD)1 0.64286 14.32831 0.0449 0.9642139
## as.factor(HOD)2 -28.75000 12.01042 -2.3938 0.0166769 *
## as.factor(HOD)3 -54.64286 11.42065 -4.7846 1.714e-06 ***
## as.factor(HOD)4 -74.28571 10.68370 -6.9532 3.571e-12 ***
## as.factor(HOD)5 -97.46429 10.53650 -9.2502 < 2.2e-16 ***
## as.factor(HOD)6 -119.85714 10.65671 -11.2471 < 2.2e-16 ***
## as.factor(HOD)7 -141.33982 11.32670 -12.4785 < 2.2e-16 ***
## as.factor(HOD)8 -155.34728 12.06563 -12.8752 < 2.2e-16 ***
## as.factor(HOD)9 -154.00113 11.98520 -12.8493 < 2.2e-16 ***
## as.factor(HOD)10 -155.30882 11.95263 -12.9937 < 2.2e-16 ***
## as.factor(HOD)11 -150.77036 12.03123 -12.5316 < 2.2e-16 ***
## as.factor(HOD)12 -126.28571 11.08640 -11.3910 < 2.2e-16 ***
## as.factor(HOD)13 -107.50000 10.86738 -9.8920 < 2.2e-16 ***
## as.factor(HOD)14 -97.65309 10.75309 -9.0814 < 2.2e-16 ***
## as.factor(HOD)15 -74.52809 11.00587 -6.7717 1.273e-11 ***
## as.factor(HOD)16 -61.57143 10.79153 -5.7055 1.160e-08 ***
## as.factor(HOD)17 -55.07143 10.90114 -5.0519 4.374e-07 ***
## as.factor(HOD)18 -40.78571 10.87139 -3.7517 0.0001757 ***
## as.factor(HOD)19 -42.71429 10.80749 -3.9523 7.741e-05 ***
## as.factor(HOD)20 -34.42421 11.62368 -2.9616 0.0030609 **
## as.factor(HOD)21 -10.19344 11.86780 -0.8589 0.3903870
## as.factor(HOD)22 3.85714 11.65052 0.3311 0.7405914
## as.factor(HOD)23 -10.53571 13.32455 -0.7907 0.4291195
## as.factor(DOW)2 -11.10197 4.76508 -2.3299 0.0198136 *
## as.factor(DOW)3 -12.44067 4.73662 -2.6265 0.0086271 **
## as.factor(DOW)4 -8.92489 5.26173 -1.6962 0.0898500 .
## as.factor(DOW)5 -8.61239 4.89385 -1.7598 0.0784348 .
## as.factor(DOW)6 -14.55267 4.82521 -3.0160 0.0025616 **
## as.factor(DOW)7 8.08696 5.37706 1.5040 0.1325882
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## xabchib-chats xabchib-predicted xtkchib-chats xtkchib-predicted
## 327 327 327 327
## [1] "2016-10-18 07:00/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18 07:00/purple/10-30% sregdate:2016-10-11 07:00:00 eregdate:2016-10-25 07:00:00"
## [1] "2016-10-18 07:00"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
## dt HOD DOW chats Dc idx Dt DD
## Min. :2016-10-11 07:00:00 Min. : 0.00 Min. :1.000 Min. : 4.0 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-10-14 18:15:00 1st Qu.: 5.25 1st Qu.:2.000 1st Qu.: 51.0 1st Qu.:0.0 1st Qu.:168.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-10-18 06:00:00 Median :11.00 Median :4.000 Median : 89.0 Median :0.5 Median :335.5 Median :0.0000 Median :0.0000
## Mean :2016-10-18 06:29:00 Mean :11.43 Mean :3.985 Mean :107.5 Mean :0.5 Mean :335.5 Mean :0.4955 Mean :0.2478
## 3rd Qu.:2016-10-21 17:45:00 3rd Qu.:17.00 3rd Qu.:6.000 3rd Qu.:148.8 3rd Qu.:1.0 3rd Qu.:502.8 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2016-10-25 07:00:00 Max. :23.00 Max. :7.000 Max. :347.0 Max. :1.0 Max. :670.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 248.3911 10.6093 23.4126 < 2.2e-16 ***
## Dc -88.3077 3.5758 -24.6957 < 2.2e-16 ***
## Dt -8.9696 3.6126 -2.4829 0.0130335 *
## DD 12.7354 4.7775 2.6657 0.0076822 **
## as.factor(HOD)1 -3.0000 12.7959 -0.2345 0.8146353
## as.factor(HOD)2 -33.8214 11.4720 -2.9482 0.0031966 **
## as.factor(HOD)3 -63.4286 10.6820 -5.9379 2.887e-09 ***
## as.factor(HOD)4 -80.8214 9.8142 -8.2351 < 2.2e-16 ***
## as.factor(HOD)5 -99.7857 9.9359 -10.0429 < 2.2e-16 ***
## as.factor(HOD)6 -121.0714 10.7885 -11.2223 < 2.2e-16 ***
## as.factor(HOD)7 -140.8023 11.2382 -12.5289 < 2.2e-16 ***
## as.factor(HOD)8 -158.6071 11.3297 -13.9992 < 2.2e-16 ***
## as.factor(HOD)9 -156.5000 11.2737 -13.8819 < 2.2e-16 ***
## as.factor(HOD)10 -158.6071 11.4352 -13.8700 < 2.2e-16 ***
## as.factor(HOD)11 -151.9286 11.3340 -13.4047 < 2.2e-16 ***
## as.factor(HOD)12 -134.1429 10.7310 -12.5005 < 2.2e-16 ***
## as.factor(HOD)13 -114.9286 10.4869 -10.9593 < 2.2e-16 ***
## as.factor(HOD)14 -99.2500 10.4940 -9.4578 < 2.2e-16 ***
## as.factor(HOD)15 -80.0357 10.6222 -7.5348 4.892e-14 ***
## as.factor(HOD)16 -69.3571 10.4533 -6.6350 3.246e-11 ***
## as.factor(HOD)17 -64.5357 10.2465 -6.2983 3.009e-10 ***
## as.factor(HOD)18 -52.1071 10.6483 -4.8935 9.906e-07 ***
## as.factor(HOD)19 -43.9286 10.7073 -4.1027 4.084e-05 ***
## as.factor(HOD)20 -42.5714 11.2105 -3.7975 0.0001462 ***
## as.factor(HOD)21 -14.3796 11.7747 -1.2212 0.2220012
## as.factor(HOD)22 -9.1104 11.4002 -0.7991 0.4242103
## as.factor(HOD)23 -23.7500 11.8591 -2.0027 0.0452111 *
## as.factor(DOW)2 -19.3438 4.5002 -4.2984 1.720e-05 ***
## as.factor(DOW)3 -13.7028 4.7184 -2.9041 0.0036831 **
## as.factor(DOW)4 -25.9375 4.5328 -5.7222 1.051e-08 ***
## as.factor(DOW)5 -29.4479 4.3924 -6.7043 2.024e-11 ***
## as.factor(DOW)6 -21.0700 4.3493 -4.8444 1.270e-06 ***
## as.factor(DOW)7 3.9479 5.0597 0.7803 0.4352337
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## xabchib-chats xabchib-predicted xtkchib-chats xtkchib-predicted
## 335 335 335 335
## [1] "2016-11-01 07:00/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01 07:00/purple/30-50% sregdate:2016-10-25 07:00:00 eregdate:2016-11-08 07:00:00"
## [1] "2016-11-01 07:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW chats Dc idx Dt DD
## Min. :2016-10-25 07:00:00 Min. : 0.00 Min. :1.000 Min. : 1.0 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-10-28 19:00:00 1st Qu.: 6.00 1st Qu.:2.000 1st Qu.: 49.0 1st Qu.:0.0 1st Qu.:169.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-11-01 07:00:00 Median :11.00 Median :4.000 Median : 86.0 Median :0.5 Median :337.5 Median :0.0000 Median :0.0000
## Mean :2016-11-01 07:00:00 Mean :11.49 Mean :3.997 Mean :105.9 Mean :0.5 Mean :337.5 Mean :0.4985 Mean :0.2493
## 3rd Qu.:2016-11-04 19:00:00 3rd Qu.:17.00 3rd Qu.:6.000 3rd Qu.:141.8 3rd Qu.:1.0 3rd Qu.:505.8 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2016-11-08 07:00:00 Max. :23.00 Max. :7.000 Max. :377.0 Max. :1.0 Max. :674.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 212.4870 10.0394 21.1653 < 2.2e-16 ***
## Dc -66.8639 3.0510 -21.9151 < 2.2e-16 ***
## Dt 26.6722 4.1379 6.4459 1.149e-10 ***
## DD -16.1301 5.0296 -3.2070 0.001341 **
## as.factor(HOD)1 -6.6429 12.0385 -0.5518 0.581084
## as.factor(HOD)2 -30.0000 10.5390 -2.8466 0.004419 **
## as.factor(HOD)3 -51.8214 10.8513 -4.7756 1.792e-06 ***
## as.factor(HOD)4 -66.7500 9.8618 -6.7686 1.301e-11 ***
## as.factor(HOD)5 -89.1786 9.4760 -9.4110 < 2.2e-16 ***
## as.factor(HOD)6 -116.7500 9.7017 -12.0340 < 2.2e-16 ***
## as.factor(HOD)7 -134.9995 10.8345 -12.4602 < 2.2e-16 ***
## as.factor(HOD)8 -144.4286 10.7008 -13.4970 < 2.2e-16 ***
## as.factor(HOD)9 -146.4643 10.7376 -13.6403 < 2.2e-16 ***
## as.factor(HOD)10 -146.6429 10.6495 -13.7699 < 2.2e-16 ***
## as.factor(HOD)11 -146.5357 10.7085 -13.6840 < 2.2e-16 ***
## as.factor(HOD)12 -132.0357 10.0205 -13.1766 < 2.2e-16 ***
## as.factor(HOD)13 -111.2500 9.9917 -11.1342 < 2.2e-16 ***
## as.factor(HOD)14 -92.8214 9.8645 -9.4097 < 2.2e-16 ***
## as.factor(HOD)15 -76.7857 10.7313 -7.1553 8.347e-13 ***
## as.factor(HOD)16 -64.7500 10.4353 -6.2049 5.472e-10 ***
## as.factor(HOD)17 -55.5000 10.4017 -5.3357 9.518e-08 ***
## as.factor(HOD)18 -44.4286 10.6127 -4.1863 2.835e-05 ***
## as.factor(HOD)19 -30.2500 10.2149 -2.9614 0.003063 **
## as.factor(HOD)20 -24.6786 10.3330 -2.3883 0.016925 *
## as.factor(HOD)21 -7.1071 11.4426 -0.6211 0.534524
## as.factor(HOD)22 0.5000 12.2233 0.0409 0.967371
## as.factor(HOD)23 2.9643 11.6666 0.2541 0.799432
## as.factor(DOW)2 -22.3750 4.6975 -4.7632 1.905e-06 ***
## as.factor(DOW)3 -9.5624 5.0715 -1.8855 0.059362 .
## as.factor(DOW)4 -18.9896 4.6881 -4.0506 5.108e-05 ***
## as.factor(DOW)5 -22.4167 4.5804 -4.8941 9.876e-07 ***
## as.factor(DOW)6 -12.9896 4.6987 -2.7645 0.005701 **
## as.factor(DOW)7 11.3229 5.9707 1.8964 0.057907 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## xabchib-chats xabchib-predicted xtkchib-chats xtkchib-predicted
## 337 337 337 337
## [1] "2016-12-15 08:00/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15 08:00/purple/50-90% sregdate:2016-12-08 08:00:00 eregdate:2016-12-22 08:00:00"
## [1] "2016-12-15 08:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW chats Dc idx Dt DD
## Min. :2016-12-08 08:00:00 Min. : 0.00 Min. :1.000 Min. : 8.0 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-12-11 20:00:00 1st Qu.: 6.00 1st Qu.:2.000 1st Qu.: 50.0 1st Qu.:0.0 1st Qu.:169.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-12-15 08:00:00 Median :11.00 Median :4.000 Median : 87.0 Median :0.5 Median :337.5 Median :0.0000 Median :0.0000
## Mean :2016-12-15 08:00:00 Mean :11.49 Mean :4.003 Mean :109.1 Mean :0.5 Mean :337.5 Mean :0.4985 Mean :0.2493
## 3rd Qu.:2016-12-18 20:00:00 3rd Qu.:17.00 3rd Qu.:6.000 3rd Qu.:156.8 3rd Qu.:1.0 3rd Qu.:505.8 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2016-12-22 08:00:00 Max. :23.00 Max. :7.000 Max. :378.0 Max. :1.0 Max. :674.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 221.19304 9.11464 24.2679 < 2.2e-16 ***
## Dc -77.63905 3.27144 -23.7324 < 2.2e-16 ***
## Dt 24.48724 4.21370 5.8113 6.198e-09 ***
## DD -16.05738 5.17741 -3.1014 0.001926 **
## as.factor(HOD)1 2.07143 12.83528 0.1614 0.871790
## as.factor(HOD)2 -13.57143 10.11608 -1.3416 0.179735
## as.factor(HOD)3 -24.39286 10.40340 -2.3447 0.019042 *
## as.factor(HOD)4 -45.39286 9.39966 -4.8292 1.371e-06 ***
## as.factor(HOD)5 -57.25000 8.58955 -6.6651 2.645e-11 ***
## as.factor(HOD)6 -80.75000 9.38824 -8.6012 < 2.2e-16 ***
## as.factor(HOD)7 -110.25000 9.71923 -11.3435 < 2.2e-16 ***
## as.factor(HOD)8 -128.25263 9.89872 -12.9565 < 2.2e-16 ***
## as.factor(HOD)9 -142.39286 10.63627 -13.3875 < 2.2e-16 ***
## as.factor(HOD)10 -142.75000 10.79986 -13.2178 < 2.2e-16 ***
## as.factor(HOD)11 -144.53571 10.88899 -13.2736 < 2.2e-16 ***
## as.factor(HOD)12 -137.64286 10.38877 -13.2492 < 2.2e-16 ***
## as.factor(HOD)13 -121.03571 9.79269 -12.3598 < 2.2e-16 ***
## as.factor(HOD)14 -103.00000 9.54604 -10.7898 < 2.2e-16 ***
## as.factor(HOD)15 -81.14286 9.27663 -8.7470 < 2.2e-16 ***
## as.factor(HOD)16 -63.96429 10.17814 -6.2845 3.290e-10 ***
## as.factor(HOD)17 -53.28571 8.92375 -5.9712 2.355e-09 ***
## as.factor(HOD)18 -41.71429 9.30604 -4.4825 7.377e-06 ***
## as.factor(HOD)19 -35.00000 9.80389 -3.5700 0.000357 ***
## as.factor(HOD)20 -19.64286 9.15607 -2.1453 0.031926 *
## as.factor(HOD)21 -6.46429 11.11805 -0.5814 0.560956
## as.factor(HOD)22 5.42857 12.16756 0.4462 0.655488
## as.factor(HOD)23 0.21429 11.34692 0.0189 0.984933
## as.factor(DOW)2 -19.27083 4.89811 -3.9343 8.343e-05 ***
## as.factor(DOW)3 -16.90625 4.51374 -3.7455 0.000180 ***
## as.factor(DOW)4 -15.09375 4.60270 -3.2793 0.001041 **
## as.factor(DOW)5 -33.08410 4.44914 -7.4361 1.037e-13 ***
## as.factor(DOW)6 -36.47917 5.07046 -7.1944 6.271e-13 ***
## as.factor(DOW)7 2.36458 5.49816 0.4301 0.667146
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## xabchib-chats xabchib-predicted xtkchib-chats xtkchib-predicted
## 337 337 337 337
## [1] "2016-11-17 08:00/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17 08:00/blue/content change sregdate:2016-11-10 08:00:00 eregdate:2016-11-24 08:00:00"
## [1] "2016-11-17 08:00"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
## dt HOD DOW chats Dc idx Dt DD
## Min. :2016-11-10 08:00:00 Min. : 0.0 Min. :1.000 Min. : 2.00 Min. :0.0 Min. : 1.0 Min. :0.000 Min. :0.0000
## 1st Qu.:2016-11-14 13:00:00 1st Qu.: 6.0 1st Qu.:2.000 1st Qu.: 51.75 1st Qu.:0.0 1st Qu.:157.8 1st Qu.:0.000 1st Qu.:0.0000
## Median :2016-11-17 19:30:00 Median :11.5 Median :4.000 Median : 95.00 Median :0.5 Median :314.5 Median :1.000 Median :0.0000
## Mean :2016-11-17 15:19:29 Mean :11.5 Mean :4.089 Mean :113.62 Mean :0.5 Mean :314.5 Mean :0.535 Mean :0.2675
## 3rd Qu.:2016-11-21 02:00:00 3rd Qu.:17.0 3rd Qu.:6.000 3rd Qu.:160.50 3rd Qu.:1.0 3rd Qu.:471.2 3rd Qu.:1.000 3rd Qu.:1.0000
## Max. :2016-11-24 08:00:00 Max. :23.0 Max. :7.000 Max. :357.00 Max. :1.0 Max. :628.0 Max. :1.000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 254.8483 10.7903 23.6183 < 2.2e-16 ***
## Dc -88.4589 4.3876 -20.1610 < 2.2e-16 ***
## Dt 1.0372 4.7419 0.2187 0.826857
## DD 7.4113 5.6208 1.3185 0.187320
## as.factor(HOD)1 4.1923 12.2200 0.3431 0.731545
## as.factor(HOD)2 -14.1154 11.0243 -1.2804 0.200409
## as.factor(HOD)3 -34.5385 10.4384 -3.3088 0.000937 ***
## as.factor(HOD)4 -61.9231 10.7857 -5.7412 9.401e-09 ***
## as.factor(HOD)5 -74.7308 11.4206 -6.5435 6.009e-11 ***
## as.factor(HOD)6 -108.1154 9.8875 -10.9345 < 2.2e-16 ***
## as.factor(HOD)7 -129.9615 9.8222 -13.2314 < 2.2e-16 ***
## as.factor(HOD)8 -139.4782 10.2317 -13.6320 < 2.2e-16 ***
## as.factor(HOD)9 -151.4615 10.3681 -14.6084 < 2.2e-16 ***
## as.factor(HOD)10 -154.5385 10.6954 -14.4490 < 2.2e-16 ***
## as.factor(HOD)11 -151.0769 10.6011 -14.2511 < 2.2e-16 ***
## as.factor(HOD)12 -146.7308 10.1588 -14.4437 < 2.2e-16 ***
## as.factor(HOD)13 -124.5385 9.8457 -12.6490 < 2.2e-16 ***
## as.factor(HOD)14 -104.1154 9.6413 -10.7989 < 2.2e-16 ***
## as.factor(HOD)15 -88.1154 9.5139 -9.2618 < 2.2e-16 ***
## as.factor(HOD)16 -69.8656 10.1864 -6.8587 6.950e-12 ***
## as.factor(HOD)17 -51.7362 10.1117 -5.1165 3.113e-07 ***
## as.factor(HOD)18 -50.0054 9.6491 -5.1824 2.190e-07 ***
## as.factor(HOD)19 -42.1208 10.5682 -3.9856 6.731e-05 ***
## as.factor(HOD)20 -27.1208 11.1015 -2.4430 0.014566 *
## as.factor(HOD)21 -14.8901 11.0079 -1.3527 0.176163
## as.factor(HOD)22 -5.6977 11.8354 -0.4814 0.630222
## as.factor(HOD)23 -8.0054 11.7364 -0.6821 0.495175
## as.factor(DOW)2 -26.9928 6.1433 -4.3938 1.114e-05 ***
## as.factor(DOW)3 -33.7740 5.9971 -5.6317 1.784e-08 ***
## as.factor(DOW)4 -26.5970 6.1380 -4.3332 1.470e-05 ***
## as.factor(DOW)5 -40.4244 6.2064 -6.5133 7.349e-11 ***
## as.factor(DOW)6 -31.2636 6.0219 -5.1916 2.084e-07 ***
## as.factor(DOW)7 -15.5707 7.4989 -2.0764 0.037858 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## xabchib-chats xabchib-predicted xtkchib-chats xtkchib-predicted
## 314 314 314 314
## [1] "2016-10-11 07:00/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11 07:00/purple/0-10% sregdate:2016-10-04 07:00:00 eregdate:2016-10-18 07:00:00"
## [1] "2016-10-11 07:00"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
## dt HOD DOW log_chats Dc idx Dt DD
## Min. :2016-10-04 07:00:00 Min. : 0.00 Min. :1.00 Min. :1.386 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-10-07 22:15:00 1st Qu.: 5.00 1st Qu.:2.00 1st Qu.:3.970 1st Qu.:0.0 1st Qu.:164.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-10-11 12:00:00 Median :11.00 Median :4.00 Median :4.559 Median :0.5 Median :327.5 Median :1.0000 Median :0.0000
## Mean :2016-10-11 09:17:25 Mean :11.42 Mean :3.96 Mean :4.473 Mean :0.5 Mean :327.5 Mean :0.5138 Mean :0.2569
## 3rd Qu.:2016-10-14 21:45:00 3rd Qu.:17.75 3rd Qu.:6.00 3rd Qu.:5.074 3rd Qu.:1.0 3rd Qu.:490.8 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :2016-10-18 07:00:00 Max. :23.00 Max. :7.00 Max. :5.886 Max. :1.0 Max. :654.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 5.5930808 0.0487274 114.7831 < 2.2e-16 ***
## Dc -0.7303909 0.0254945 -28.6490 < 2.2e-16 ***
## Dt -0.0451220 0.0217631 -2.0733 0.0381418 *
## DD -0.1496915 0.0417095 -3.5889 0.0003321 ***
## as.factor(HOD)1 0.0031879 0.0678120 0.0470 0.9625049
## as.factor(HOD)2 -0.1650289 0.0661837 -2.4935 0.0126491 *
## as.factor(HOD)3 -0.3494925 0.0640175 -5.4593 4.779e-08 ***
## as.factor(HOD)4 -0.4965937 0.0587092 -8.4585 < 2.2e-16 ***
## as.factor(HOD)5 -0.7380921 0.0666251 -11.0783 < 2.2e-16 ***
## as.factor(HOD)6 -1.0034503 0.0653451 -15.3562 < 2.2e-16 ***
## as.factor(HOD)7 -1.3743996 0.0702687 -19.5592 < 2.2e-16 ***
## as.factor(HOD)8 -1.7374416 0.0819778 -21.1940 < 2.2e-16 ***
## as.factor(HOD)9 -1.6892824 0.0685131 -24.6563 < 2.2e-16 ***
## as.factor(HOD)10 -1.7226786 0.0708756 -24.3057 < 2.2e-16 ***
## as.factor(HOD)11 -1.6470114 0.0985196 -16.7176 < 2.2e-16 ***
## as.factor(HOD)12 -1.0793128 0.0634383 -17.0136 < 2.2e-16 ***
## as.factor(HOD)13 -0.8102076 0.0620400 -13.0594 < 2.2e-16 ***
## as.factor(HOD)14 -0.7040325 0.0667777 -10.5429 < 2.2e-16 ***
## as.factor(HOD)15 -0.4981020 0.0724217 -6.8778 6.079e-12 ***
## as.factor(HOD)16 -0.3514420 0.0551448 -6.3731 1.853e-10 ***
## as.factor(HOD)17 -0.3066717 0.0567238 -5.4064 6.430e-08 ***
## as.factor(HOD)18 -0.2074014 0.0531968 -3.8988 9.669e-05 ***
## as.factor(HOD)19 -0.2268872 0.0528417 -4.2937 1.757e-05 ***
## as.factor(HOD)20 -0.1854733 0.0621364 -2.9849 0.0028363 **
## as.factor(HOD)21 -0.0090100 0.0481566 -0.1871 0.8515841
## as.factor(HOD)22 0.0820317 0.0535736 1.5312 0.1257206
## as.factor(HOD)23 -0.0549673 0.0687623 -0.7994 0.4240690
## as.factor(DOW)2 -0.0955688 0.0328541 -2.9089 0.0036272 **
## as.factor(DOW)3 -0.0796395 0.0374374 -2.1273 0.0333975 *
## as.factor(DOW)4 -0.1850607 0.0496071 -3.7305 0.0001911 ***
## as.factor(DOW)5 -0.0464626 0.0352725 -1.3172 0.1877555
## as.factor(DOW)6 -0.1254143 0.0348714 -3.5965 0.0003226 ***
## as.factor(DOW)7 0.0887002 0.0349332 2.5391 0.0111126 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## log_xabchib-log_chats log_xabchib-predicted log_xtkchib-log_chats log_xtkchib-predicted
## 327 327 327 327
## [1] "2016-10-18 07:00/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18 07:00/purple/10-30% sregdate:2016-10-11 07:00:00 eregdate:2016-10-25 07:00:00"
## [1] "2016-10-18 07:00"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
## dt HOD DOW log_chats Dc idx Dt DD
## Min. :2016-10-11 07:00:00 Min. : 0.00 Min. :1.000 Min. :1.386 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-10-14 18:15:00 1st Qu.: 5.25 1st Qu.:2.000 1st Qu.:3.932 1st Qu.:0.0 1st Qu.:168.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-10-18 06:00:00 Median :11.00 Median :4.000 Median :4.489 Median :0.5 Median :335.5 Median :0.0000 Median :0.0000
## Mean :2016-10-18 06:29:00 Mean :11.43 Mean :3.985 Mean :4.409 Mean :0.5 Mean :335.5 Mean :0.4955 Mean :0.2478
## 3rd Qu.:2016-10-21 17:45:00 3rd Qu.:17.00 3rd Qu.:6.000 3rd Qu.:5.002 3rd Qu.:1.0 3rd Qu.:502.8 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2016-10-25 07:00:00 Max. :23.00 Max. :7.000 Max. :5.849 Max. :1.0 Max. :670.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 5.694089 0.047106 120.8787 < 2.2e-16 ***
## Dc -0.880967 0.032236 -27.3288 < 2.2e-16 ***
## Dt -0.057346 0.021295 -2.6929 0.0070834 **
## DD 0.146556 0.040068 3.6577 0.0002545 ***
## as.factor(HOD)1 -0.015773 0.050706 -0.3111 0.7557571
## as.factor(HOD)2 -0.204460 0.058003 -3.5250 0.0004235 ***
## as.factor(HOD)3 -0.425703 0.055691 -7.6440 2.106e-14 ***
## as.factor(HOD)4 -0.541407 0.048687 -11.1202 < 2.2e-16 ***
## as.factor(HOD)5 -0.778442 0.064536 -12.0621 < 2.2e-16 ***
## as.factor(HOD)6 -1.057154 0.072617 -14.5580 < 2.2e-16 ***
## as.factor(HOD)7 -1.390153 0.074865 -18.5689 < 2.2e-16 ***
## as.factor(HOD)8 -1.886763 0.076778 -24.5744 < 2.2e-16 ***
## as.factor(HOD)9 -1.805595 0.069321 -26.0469 < 2.2e-16 ***
## as.factor(HOD)10 -1.848415 0.067333 -27.4517 < 2.2e-16 ***
## as.factor(HOD)11 -1.698853 0.093330 -18.2027 < 2.2e-16 ***
## as.factor(HOD)12 -1.223499 0.058396 -20.9517 < 2.2e-16 ***
## as.factor(HOD)13 -0.922174 0.061882 -14.9022 < 2.2e-16 ***
## as.factor(HOD)14 -0.731389 0.060733 -12.0426 < 2.2e-16 ***
## as.factor(HOD)15 -0.577373 0.063754 -9.0562 < 2.2e-16 ***
## as.factor(HOD)16 -0.430834 0.053134 -8.1084 5.130e-16 ***
## as.factor(HOD)17 -0.390992 0.050849 -7.6893 1.480e-14 ***
## as.factor(HOD)18 -0.311148 0.051549 -6.0359 1.580e-09 ***
## as.factor(HOD)19 -0.247946 0.057895 -4.2827 1.847e-05 ***
## as.factor(HOD)20 -0.254462 0.059772 -4.2572 2.070e-05 ***
## as.factor(HOD)21 -0.043418 0.049302 -0.8807 0.3785052
## as.factor(HOD)22 -0.015810 0.054678 -0.2891 0.7724676
## as.factor(HOD)23 -0.140361 0.066420 -2.1132 0.0345816 *
## as.factor(DOW)2 -0.190705 0.033124 -5.7573 8.545e-09 ***
## as.factor(DOW)3 -0.093442 0.037448 -2.4952 0.0125881 *
## as.factor(DOW)4 -0.329440 0.044404 -7.4191 1.179e-13 ***
## as.factor(DOW)5 -0.243451 0.032878 -7.4047 1.315e-13 ***
## as.factor(DOW)6 -0.162185 0.029150 -5.5637 2.641e-08 ***
## as.factor(DOW)7 0.032338 0.030196 1.0709 0.2841938
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## log_xabchib-log_chats log_xabchib-predicted log_xtkchib-log_chats log_xtkchib-predicted
## 335 335 335 335
## [1] "2016-11-01 07:00/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01 07:00/purple/30-50% sregdate:2016-10-25 07:00:00 eregdate:2016-11-08 07:00:00"
## [1] "2016-11-01 07:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW log_chats Dc idx Dt DD
## Min. :2016-10-25 07:00:00 Min. : 0.00 Min. :1.000 Min. :0.000 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-10-28 19:00:00 1st Qu.: 6.00 1st Qu.:2.000 1st Qu.:3.892 1st Qu.:0.0 1st Qu.:169.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-11-01 07:00:00 Median :11.00 Median :4.000 Median :4.454 Median :0.5 Median :337.5 Median :0.0000 Median :0.0000
## Mean :2016-11-01 07:00:00 Mean :11.49 Mean :3.997 Mean :4.401 Mean :0.5 Mean :337.5 Mean :0.4985 Mean :0.2493
## 3rd Qu.:2016-11-04 19:00:00 3rd Qu.:17.00 3rd Qu.:6.000 3rd Qu.:4.954 3rd Qu.:1.0 3rd Qu.:505.8 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2016-11-08 07:00:00 Max. :23.00 Max. :7.000 Max. :5.932 Max. :1.0 Max. :674.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 5.4378077 0.0491339 110.6733 < 2.2e-16 ***
## Dc -0.7086680 0.0223411 -31.7203 < 2.2e-16 ***
## Dt 0.1395784 0.0261578 5.3360 9.501e-08 ***
## DD -0.0147301 0.0409494 -0.3597 0.7190603
## as.factor(HOD)1 -0.0375747 0.0539436 -0.6966 0.4860807
## as.factor(HOD)2 -0.1789416 0.0507945 -3.5229 0.0004269 ***
## as.factor(HOD)3 -0.3656812 0.0555879 -6.5784 4.754e-11 ***
## as.factor(HOD)4 -0.4988150 0.0590495 -8.4474 < 2.2e-16 ***
## as.factor(HOD)5 -0.6804817 0.0513043 -13.2636 < 2.2e-16 ***
## as.factor(HOD)6 -1.0727088 0.0596140 -17.9943 < 2.2e-16 ***
## as.factor(HOD)7 -1.5734023 0.1488681 -10.5691 < 2.2e-16 ***
## as.factor(HOD)8 -1.6485162 0.0629539 -26.1861 < 2.2e-16 ***
## as.factor(HOD)9 -1.7328194 0.0637920 -27.1636 < 2.2e-16 ***
## as.factor(HOD)10 -1.7385352 0.0609206 -28.5377 < 2.2e-16 ***
## as.factor(HOD)11 -1.7134820 0.0575408 -29.7785 < 2.2e-16 ***
## as.factor(HOD)12 -1.3833126 0.0668360 -20.6971 < 2.2e-16 ***
## as.factor(HOD)13 -0.9847006 0.0650004 -15.1492 < 2.2e-16 ***
## as.factor(HOD)14 -0.7188544 0.0609843 -11.7875 < 2.2e-16 ***
## as.factor(HOD)15 -0.5604919 0.0641712 -8.7343 < 2.2e-16 ***
## as.factor(HOD)16 -0.4514072 0.0521118 -8.6623 < 2.2e-16 ***
## as.factor(HOD)17 -0.3715605 0.0529500 -7.0172 2.264e-12 ***
## as.factor(HOD)18 -0.2712444 0.0509495 -5.3238 1.016e-07 ***
## as.factor(HOD)19 -0.1664308 0.0478268 -3.4799 0.0005017 ***
## as.factor(HOD)20 -0.1393077 0.0463013 -3.0087 0.0026235 **
## as.factor(HOD)21 -0.0316388 0.0495097 -0.6390 0.5227954
## as.factor(HOD)22 0.0046674 0.0523683 0.0891 0.9289814
## as.factor(HOD)23 0.0307936 0.0509641 0.6042 0.5456959
## as.factor(DOW)2 -0.2322532 0.0513416 -4.5237 6.077e-06 ***
## as.factor(DOW)3 -0.0539283 0.0368771 -1.4624 0.1436372
## as.factor(DOW)4 -0.1188871 0.0336435 -3.5337 0.0004097 ***
## as.factor(DOW)5 -0.1521574 0.0334899 -4.5434 5.536e-06 ***
## as.factor(DOW)6 -0.0418985 0.0354027 -1.1835 0.2366179
## as.factor(DOW)7 0.1296156 0.0352808 3.6738 0.0002389 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## log_xabchib-log_chats log_xabchib-predicted log_xtkchib-log_chats log_xtkchib-predicted
## 337 337 337 337
## [1] "2016-12-15 08:00/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15 08:00/purple/50-90% sregdate:2016-12-08 08:00:00 eregdate:2016-12-22 08:00:00"
## [1] "2016-12-15 08:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW log_chats Dc idx Dt DD
## Min. :2016-12-08 08:00:00 Min. : 0.00 Min. :1.000 Min. :2.079 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-12-11 20:00:00 1st Qu.: 6.00 1st Qu.:2.000 1st Qu.:3.912 1st Qu.:0.0 1st Qu.:169.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-12-15 08:00:00 Median :11.00 Median :4.000 Median :4.466 Median :0.5 Median :337.5 Median :0.0000 Median :0.0000
## Mean :2016-12-15 08:00:00 Mean :11.49 Mean :4.003 Mean :4.427 Mean :0.5 Mean :337.5 Mean :0.4985 Mean :0.2493
## 3rd Qu.:2016-12-18 20:00:00 3rd Qu.:17.00 3rd Qu.:6.000 3rd Qu.:5.055 3rd Qu.:1.0 3rd Qu.:505.8 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2016-12-22 08:00:00 Max. :23.00 Max. :7.000 Max. :5.935 Max. :1.0 Max. :674.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 5.52025886 0.03735803 147.7663 < 2.2e-16 ***
## Dc -0.78658916 0.02257156 -34.8487 < 2.2e-16 ***
## Dt 0.15500133 0.02164983 7.1595 8.099e-13 ***
## DD -0.01208305 0.03157597 -0.3827 0.7019673
## as.factor(HOD)1 0.00020948 0.05137413 0.0041 0.9967466
## as.factor(HOD)2 -0.06648515 0.04417996 -1.5049 0.1323571
## as.factor(HOD)3 -0.15139576 0.04523526 -3.3469 0.0008173 ***
## as.factor(HOD)4 -0.29945359 0.04317584 -6.9357 4.043e-12 ***
## as.factor(HOD)5 -0.38693575 0.04227627 -9.1526 < 2.2e-16 ***
## as.factor(HOD)6 -0.64500794 0.05286057 -12.2021 < 2.2e-16 ***
## as.factor(HOD)7 -1.01519133 0.05824200 -17.4306 < 2.2e-16 ***
## as.factor(HOD)8 -1.34940431 0.05087633 -26.5232 < 2.2e-16 ***
## as.factor(HOD)9 -1.70230894 0.06196730 -27.4711 < 2.2e-16 ***
## as.factor(HOD)10 -1.67744588 0.05456360 -30.7429 < 2.2e-16 ***
## as.factor(HOD)11 -1.75277419 0.06290190 -27.8652 < 2.2e-16 ***
## as.factor(HOD)12 -1.54712690 0.05566943 -27.7913 < 2.2e-16 ***
## as.factor(HOD)13 -1.16047047 0.04753034 -24.4154 < 2.2e-16 ***
## as.factor(HOD)14 -0.89307576 0.05226641 -17.0870 < 2.2e-16 ***
## as.factor(HOD)15 -0.64737866 0.04782838 -13.5355 < 2.2e-16 ***
## as.factor(HOD)16 -0.46502764 0.05355950 -8.6824 < 2.2e-16 ***
## as.factor(HOD)17 -0.34540351 0.04094899 -8.4350 < 2.2e-16 ***
## as.factor(HOD)18 -0.26832197 0.03956854 -6.7812 1.192e-11 ***
## as.factor(HOD)19 -0.23003015 0.04326225 -5.3171 1.054e-07 ***
## as.factor(HOD)20 -0.08464006 0.03847001 -2.2002 0.0277958 *
## as.factor(HOD)21 -0.02558993 0.04342601 -0.5893 0.5556758
## as.factor(HOD)22 0.04229426 0.04654141 0.9087 0.3634848
## as.factor(HOD)23 0.00196825 0.04154088 0.0474 0.9622095
## as.factor(DOW)2 -0.18940149 0.03124127 -6.0625 1.340e-09 ***
## as.factor(DOW)3 -0.13153365 0.02695710 -4.8794 1.064e-06 ***
## as.factor(DOW)4 -0.12480624 0.02596815 -4.8061 1.539e-06 ***
## as.factor(DOW)5 -0.31570580 0.02828023 -11.1635 < 2.2e-16 ***
## as.factor(DOW)6 -0.35443287 0.02947976 -12.0229 < 2.2e-16 ***
## as.factor(DOW)7 -0.00961409 0.02966778 -0.3241 0.7458939
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## log_xabchib-log_chats log_xabchib-predicted log_xtkchib-log_chats log_xtkchib-predicted
## 337 337 337 337
## [1] "2016-11-17 08:00/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17 08:00/blue/content change sregdate:2016-11-10 08:00:00 eregdate:2016-11-24 08:00:00"
## [1] "2016-11-17 08:00"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
## dt HOD DOW log_chats Dc idx Dt DD
## Min. :2016-11-10 08:00:00 Min. : 0.0 Min. :1.000 Min. :0.6931 Min. :0.0 Min. : 1.0 Min. :0.000 Min. :0.0000
## 1st Qu.:2016-11-14 13:00:00 1st Qu.: 6.0 1st Qu.:2.000 1st Qu.:3.9464 1st Qu.:0.0 1st Qu.:157.8 1st Qu.:0.000 1st Qu.:0.0000
## Median :2016-11-17 19:30:00 Median :11.5 Median :4.000 Median :4.5539 Median :0.5 Median :314.5 Median :1.000 Median :0.0000
## Mean :2016-11-17 15:19:29 Mean :11.5 Mean :4.089 Mean :4.4738 Mean :0.5 Mean :314.5 Mean :0.535 Mean :0.2675
## 3rd Qu.:2016-11-21 02:00:00 3rd Qu.:17.0 3rd Qu.:6.000 3rd Qu.:5.0783 3rd Qu.:1.0 3rd Qu.:471.2 3rd Qu.:1.000 3rd Qu.:1.0000
## Max. :2016-11-24 08:00:00 Max. :23.0 Max. :7.000 Max. :5.8777 Max. :1.0 Max. :628.0 Max. :1.000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 5.710222 0.045626 125.1526 < 2.2e-16 ***
## Dc -0.841543 0.044124 -19.0722 < 2.2e-16 ***
## Dt 0.042812 0.037188 1.1512 0.249639
## DD 0.153979 0.049462 3.1131 0.001852 **
## as.factor(HOD)1 0.010530 0.042165 0.2497 0.802794
## as.factor(HOD)2 -0.089969 0.043502 -2.0682 0.038625 *
## as.factor(HOD)3 -0.207973 0.044539 -4.6694 3.020e-06 ***
## as.factor(HOD)4 -0.439361 0.070826 -6.2033 5.527e-10 ***
## as.factor(HOD)5 -0.721848 0.192357 -3.7526 0.000175 ***
## as.factor(HOD)6 -0.924890 0.087984 -10.5120 < 2.2e-16 ***
## as.factor(HOD)7 -1.190238 0.048250 -24.6682 < 2.2e-16 ***
## as.factor(HOD)8 -1.386415 0.054526 -25.4266 < 2.2e-16 ***
## as.factor(HOD)9 -1.695769 0.058179 -29.1474 < 2.2e-16 ***
## as.factor(HOD)10 -1.750318 0.051096 -34.2556 < 2.2e-16 ***
## as.factor(HOD)11 -1.651767 0.054285 -30.4279 < 2.2e-16 ***
## as.factor(HOD)12 -1.545687 0.043117 -35.8483 < 2.2e-16 ***
## as.factor(HOD)13 -1.067035 0.046819 -22.7907 < 2.2e-16 ***
## as.factor(HOD)14 -0.837780 0.057743 -14.5089 < 2.2e-16 ***
## as.factor(HOD)15 -0.640007 0.053780 -11.9005 < 2.2e-16 ***
## as.factor(HOD)16 -0.488309 0.055070 -8.8670 < 2.2e-16 ***
## as.factor(HOD)17 -0.342011 0.046680 -7.3267 2.359e-13 ***
## as.factor(HOD)18 -0.328742 0.046638 -7.0488 1.805e-12 ***
## as.factor(HOD)19 -0.273183 0.048237 -5.6633 1.485e-08 ***
## as.factor(HOD)20 -0.167520 0.045105 -3.7140 0.000204 ***
## as.factor(HOD)21 -0.088938 0.041500 -2.1431 0.032108 *
## as.factor(HOD)22 -0.040645 0.045429 -0.8947 0.370941
## as.factor(HOD)23 -0.059709 0.040871 -1.4609 0.144042
## as.factor(DOW)2 -0.197486 0.032536 -6.0698 1.280e-09 ***
## as.factor(DOW)3 -0.262675 0.033432 -7.8569 3.938e-15 ***
## as.factor(DOW)4 -0.216008 0.031586 -6.8388 7.983e-12 ***
## as.factor(DOW)5 -0.343137 0.036171 -9.4865 < 2.2e-16 ***
## as.factor(DOW)6 -0.206784 0.033482 -6.1761 6.572e-10 ***
## as.factor(DOW)7 -0.197563 0.070561 -2.7999 0.005112 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## log_xabchib-log_chats log_xabchib-predicted log_xtkchib-log_chats log_xtkchib-predicted
## 314 314 314 314
## [1] "2016-10-11 07:00/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11 07:00/purple/0-10% sregdate:2016-10-04 07:00:00 eregdate:2016-10-18 07:00:00"
## [1] "2016-10-11 07:00"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
## dt HOD DOW rate_chats Dc idx Dt DD
## Min. :2016-10-04 07:00:00 Min. : 0.00 Min. :1.00 Min. :3.007e-05 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-10-07 22:15:00 1st Qu.: 5.00 1st Qu.:2.00 1st Qu.:4.081e-04 1st Qu.:0.0 1st Qu.:164.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-10-11 12:00:00 Median :11.00 Median :4.00 Median :7.704e-04 Median :0.5 Median :327.5 Median :1.0000 Median :0.0000
## Mean :2016-10-11 09:17:25 Mean :11.42 Mean :3.96 Mean :1.022e-03 Mean :0.5 Mean :327.5 Mean :0.5138 Mean :0.2569
## 3rd Qu.:2016-10-14 21:45:00 3rd Qu.:17.75 3rd Qu.:6.00 3rd Qu.:1.376e-03 3rd Qu.:1.0 3rd Qu.:490.8 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :2016-10-18 07:00:00 Max. :23.00 Max. :7.00 Max. :4.197e-03 Max. :1.0 Max. :654.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 2.7707e-03 1.4351e-04 19.3067 < 2.2e-16 ***
## Dc -8.1511e-04 4.4710e-05 -18.2310 < 2.2e-16 ***
## Dt -1.1148e-04 4.7792e-05 -2.3327 0.0196638 *
## DD 1.2307e-05 6.1062e-05 0.2016 0.8402665
## as.factor(HOD)1 2.3171e-05 1.7191e-04 0.1348 0.8927843
## as.factor(HOD)2 -1.8400e-04 1.5500e-04 -1.1871 0.2351906
## as.factor(HOD)3 -3.8414e-04 1.4831e-04 -2.5901 0.0095941 **
## as.factor(HOD)4 -5.1994e-04 1.4026e-04 -3.7070 0.0002098 ***
## as.factor(HOD)5 -7.5446e-04 1.3507e-04 -5.5855 2.330e-08 ***
## as.factor(HOD)6 -1.0706e-03 1.2746e-04 -8.3997 < 2.2e-16 ***
## as.factor(HOD)7 -1.3505e-03 1.3255e-04 -10.1890 < 2.2e-16 ***
## as.factor(HOD)8 -1.5187e-03 1.3972e-04 -10.8695 < 2.2e-16 ***
## as.factor(HOD)9 -1.5143e-03 1.4067e-04 -10.7649 < 2.2e-16 ***
## as.factor(HOD)10 -1.5563e-03 1.4060e-04 -11.0697 < 2.2e-16 ***
## as.factor(HOD)11 -1.5941e-03 1.4167e-04 -11.2526 < 2.2e-16 ***
## as.factor(HOD)12 -1.4898e-03 1.3486e-04 -11.0466 < 2.2e-16 ***
## as.factor(HOD)13 -1.4290e-03 1.3422e-04 -10.6463 < 2.2e-16 ***
## as.factor(HOD)14 -1.3888e-03 1.3536e-04 -10.2606 < 2.2e-16 ***
## as.factor(HOD)15 -1.2581e-03 1.3566e-04 -9.2737 < 2.2e-16 ***
## as.factor(HOD)16 -1.1536e-03 1.3271e-04 -8.6926 < 2.2e-16 ***
## as.factor(HOD)17 -1.0756e-03 1.3398e-04 -8.0277 9.935e-16 ***
## as.factor(HOD)18 -9.5872e-04 1.3511e-04 -7.0957 1.287e-12 ***
## as.factor(HOD)19 -9.2978e-04 1.3445e-04 -6.9154 4.664e-12 ***
## as.factor(HOD)20 -7.9676e-04 1.3915e-04 -5.7261 1.028e-08 ***
## as.factor(HOD)21 -4.5862e-04 1.5077e-04 -3.0419 0.0023508 **
## as.factor(HOD)22 -1.2006e-04 1.4561e-04 -0.8245 0.4096659
## as.factor(HOD)23 -1.4147e-04 1.6311e-04 -0.8673 0.3857563
## as.factor(DOW)2 -5.8429e-04 6.2170e-05 -9.3983 < 2.2e-16 ***
## as.factor(DOW)3 -5.7183e-04 6.0513e-05 -9.4496 < 2.2e-16 ***
## as.factor(DOW)4 -5.4982e-04 6.3901e-05 -8.6042 < 2.2e-16 ***
## as.factor(DOW)5 -5.8744e-04 6.2280e-05 -9.4322 < 2.2e-16 ***
## as.factor(DOW)6 -5.3741e-04 6.3451e-05 -8.4698 < 2.2e-16 ***
## as.factor(DOW)7 7.8970e-05 7.5728e-05 1.0428 0.2970398
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## rate_xabchib-predicted rate_xabchib-rate_chats rate_xtkchib-predicted rate_xtkchib-rate_chats
## 327 327 327 327
## [1] "2016-10-18 07:00/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18 07:00/purple/10-30% sregdate:2016-10-11 07:00:00 eregdate:2016-10-25 07:00:00"
## [1] "2016-10-18 07:00"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
## dt HOD DOW rate_chats Dc idx Dt DD
## Min. :2016-10-11 07:00:00 Min. : 0.00 Min. :1.000 Min. :3.007e-05 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-10-14 18:15:00 1st Qu.: 5.25 1st Qu.:2.000 1st Qu.:3.611e-04 1st Qu.:0.0 1st Qu.:168.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-10-18 06:00:00 Median :11.00 Median :4.000 Median :7.351e-04 Median :0.5 Median :335.5 Median :0.0000 Median :0.0000
## Mean :2016-10-18 06:29:00 Mean :11.43 Mean :3.985 Mean :1.130e-03 Mean :0.5 Mean :335.5 Mean :0.4955 Mean :0.2478
## 3rd Qu.:2016-10-21 17:45:00 3rd Qu.:17.00 3rd Qu.:6.000 3rd Qu.:1.359e-03 3rd Qu.:1.0 3rd Qu.:502.8 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2016-10-25 07:00:00 Max. :23.00 Max. :7.000 Max. :4.180e-02 Max. :1.0 Max. :670.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 2.4500e-03 2.3398e-04 10.4708 < 2.2e-16 ***
## Dc -8.0052e-04 8.2320e-05 -9.7245 < 2.2e-16 ***
## Dt 4.7982e-04 3.1074e-04 1.5441 0.1225553
## DD -2.5218e-04 3.2368e-04 -0.7791 0.4359112
## as.factor(HOD)1 2.5288e-06 1.8940e-04 0.0134 0.9893475
## as.factor(HOD)2 -2.4313e-04 1.8369e-04 -1.3236 0.1856434
## as.factor(HOD)3 -4.6731e-04 1.8413e-04 -2.5380 0.0111496 *
## as.factor(HOD)4 -5.9650e-04 1.6795e-04 -3.5517 0.0003828 ***
## as.factor(HOD)5 -7.8664e-04 1.7039e-04 -4.6168 3.896e-06 ***
## as.factor(HOD)6 -1.0909e-03 1.7488e-04 -6.2376 4.442e-10 ***
## as.factor(HOD)7 -1.3169e-03 1.7495e-04 -7.5272 5.186e-14 ***
## as.factor(HOD)8 -1.5469e-03 1.7629e-04 -8.7752 < 2.2e-16 ***
## as.factor(HOD)9 -1.5377e-03 1.8034e-04 -8.5271 < 2.2e-16 ***
## as.factor(HOD)10 -1.5913e-03 1.8058e-04 -8.8120 < 2.2e-16 ***
## as.factor(HOD)11 -1.6010e-03 1.8131e-04 -8.8301 < 2.2e-16 ***
## as.factor(HOD)12 -1.5398e-03 1.8049e-04 -8.5308 < 2.2e-16 ***
## as.factor(HOD)13 -1.4660e-03 1.7882e-04 -8.1983 2.438e-16 ***
## as.factor(HOD)14 -1.3721e-03 1.7889e-04 -7.6699 1.722e-14 ***
## as.factor(HOD)15 -1.2593e-03 1.8036e-04 -6.9821 2.908e-12 ***
## as.factor(HOD)16 -1.1846e-03 1.7758e-04 -6.6709 2.542e-11 ***
## as.factor(HOD)17 -1.1402e-03 1.7491e-04 -6.5189 7.081e-11 ***
## as.factor(HOD)18 -7.9736e-04 2.0618e-04 -3.8673 0.0001101 ***
## as.factor(HOD)19 6.2287e-04 1.1548e-03 0.5394 0.5896338
## as.factor(HOD)20 9.7079e-04 1.4441e-03 0.6722 0.5014319
## as.factor(HOD)21 -4.0985e-04 1.8470e-04 -2.2190 0.0264897 *
## as.factor(HOD)22 -1.4762e-04 1.8003e-04 -0.8200 0.4122430
## as.factor(HOD)23 9.3790e-07 2.3764e-04 0.0039 0.9968509
## as.factor(DOW)2 -7.0093e-04 9.2988e-05 -7.5378 4.778e-14 ***
## as.factor(DOW)3 -5.9370e-04 9.4587e-05 -6.2768 3.456e-10 ***
## as.factor(DOW)4 -7.0337e-04 9.1509e-05 -7.6864 1.514e-14 ***
## as.factor(DOW)5 -7.6779e-04 9.2282e-05 -8.3201 < 2.2e-16 ***
## as.factor(DOW)6 5.5724e-04 5.6543e-04 0.9855 0.3243705
## as.factor(DOW)7 1.4130e-05 8.9881e-05 0.1572 0.8750814
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## rate_xabchib-predicted rate_xabchib-rate_chats rate_xtkchib-predicted rate_xtkchib-rate_chats
## 335 335 335 335
## [1] "2016-11-01 07:00/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01 07:00/purple/30-50% sregdate:2016-10-25 07:00:00 eregdate:2016-11-08 07:00:00"
## [1] "2016-11-01 07:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW rate_chats Dc idx Dt DD
## Min. :2016-10-25 07:00:00 Min. : 0.00 Min. :1.000 Min. :1.149e-05 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-10-28 19:00:00 1st Qu.: 6.00 1st Qu.:2.000 1st Qu.:3.780e-04 1st Qu.:0.0 1st Qu.:169.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-11-01 07:00:00 Median :11.00 Median :4.000 Median :7.572e-04 Median :0.5 Median :337.5 Median :0.0000 Median :0.0000
## Mean :2016-11-01 07:00:00 Mean :11.49 Mean :3.997 Mean :9.982e-04 Mean :0.5 Mean :337.5 Mean :0.4985 Mean :0.2493
## 3rd Qu.:2016-11-04 19:00:00 3rd Qu.:17.00 3rd Qu.:6.000 3rd Qu.:1.321e-03 3rd Qu.:1.0 3rd Qu.:505.8 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2016-11-08 07:00:00 Max. :23.00 Max. :7.000 Max. :4.806e-03 Max. :1.0 Max. :674.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 2.5644e-03 1.4668e-04 17.4832 < 2.2e-16 ***
## Dc -6.2302e-04 3.5918e-05 -17.3459 < 2.2e-16 ***
## Dt 3.2930e-04 5.3088e-05 6.2029 5.545e-10 ***
## DD -2.0596e-04 6.3253e-05 -3.2561 0.001129 **
## as.factor(HOD)1 -5.4288e-05 1.7093e-04 -0.3176 0.750789
## as.factor(HOD)2 -2.2329e-04 1.5203e-04 -1.4687 0.141901
## as.factor(HOD)3 -3.6353e-04 1.5921e-04 -2.2834 0.022409 *
## as.factor(HOD)4 -4.5696e-04 1.4554e-04 -3.1397 0.001691 **
## as.factor(HOD)5 -6.7679e-04 1.3601e-04 -4.9760 6.490e-07 ***
## as.factor(HOD)6 -1.0708e-03 1.3127e-04 -8.1578 3.413e-16 ***
## as.factor(HOD)7 -1.3402e-03 1.4002e-04 -9.5715 < 2.2e-16 ***
## as.factor(HOD)8 -1.4723e-03 1.3880e-04 -10.6077 < 2.2e-16 ***
## as.factor(HOD)9 -1.5255e-03 1.4287e-04 -10.6774 < 2.2e-16 ***
## as.factor(HOD)10 -1.5571e-03 1.4263e-04 -10.9173 < 2.2e-16 ***
## as.factor(HOD)11 -1.6173e-03 1.4265e-04 -11.3372 < 2.2e-16 ***
## as.factor(HOD)12 -1.5780e-03 1.3801e-04 -11.4347 < 2.2e-16 ***
## as.factor(HOD)13 -1.4911e-03 1.3692e-04 -10.8902 < 2.2e-16 ***
## as.factor(HOD)14 -1.4023e-03 1.3563e-04 -10.3389 < 2.2e-16 ***
## as.factor(HOD)15 -1.2969e-03 1.3955e-04 -9.2934 < 2.2e-16 ***
## as.factor(HOD)16 -1.2016e-03 1.3813e-04 -8.6991 < 2.2e-16 ***
## as.factor(HOD)17 -1.1040e-03 1.3956e-04 -7.9105 2.563e-15 ***
## as.factor(HOD)18 -1.0205e-03 1.4369e-04 -7.1019 1.231e-12 ***
## as.factor(HOD)19 -8.9125e-04 1.4024e-04 -6.3551 2.082e-10 ***
## as.factor(HOD)20 -7.8628e-04 1.4050e-04 -5.5964 2.189e-08 ***
## as.factor(HOD)21 -5.1415e-04 1.5167e-04 -3.3900 0.000699 ***
## as.factor(HOD)22 -2.5446e-04 1.6158e-04 -1.5749 0.115290
## as.factor(HOD)23 -5.9558e-05 1.5608e-04 -0.3816 0.702776
## as.factor(DOW)2 -7.0681e-04 6.5439e-05 -10.8011 < 2.2e-16 ***
## as.factor(DOW)3 -5.8354e-04 6.6297e-05 -8.8019 < 2.2e-16 ***
## as.factor(DOW)4 -6.5289e-04 6.4471e-05 -10.1270 < 2.2e-16 ***
## as.factor(DOW)5 -7.2722e-04 6.4155e-05 -11.3355 < 2.2e-16 ***
## as.factor(DOW)6 -5.7917e-04 6.5206e-05 -8.8822 < 2.2e-16 ***
## as.factor(DOW)7 9.2745e-05 8.5284e-05 1.0875 0.276822
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## rate_xabchib-predicted rate_xabchib-rate_chats rate_xtkchib-predicted rate_xtkchib-rate_chats
## 337 337 337 337
## [1] "2016-12-15 08:00/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15 08:00/purple/50-90% sregdate:2016-12-08 08:00:00 eregdate:2016-12-22 08:00:00"
## [1] "2016-12-15 08:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW rate_chats Dc idx Dt DD
## Min. :2016-12-08 08:00:00 Min. : 0.00 Min. :1.000 Min. :5.701e-05 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-12-11 20:00:00 1st Qu.: 6.00 1st Qu.:2.000 1st Qu.:3.978e-04 1st Qu.:0.0 1st Qu.:169.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-12-15 08:00:00 Median :11.00 Median :4.000 Median :8.079e-04 Median :0.5 Median :337.5 Median :0.0000 Median :0.0000
## Mean :2016-12-15 08:00:00 Mean :11.49 Mean :4.003 Mean :1.046e-03 Mean :0.5 Mean :337.5 Mean :0.4985 Mean :0.2493
## 3rd Qu.:2016-12-18 20:00:00 3rd Qu.:17.00 3rd Qu.:6.000 3rd Qu.:1.384e-03 3rd Qu.:1.0 3rd Qu.:505.8 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2016-12-22 08:00:00 Max. :23.00 Max. :7.000 Max. :4.825e-03 Max. :1.0 Max. :674.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 2.6068e-03 1.1986e-04 21.7482 < 2.2e-16 ***
## Dc -7.1160e-04 3.5727e-05 -19.9174 < 2.2e-16 ***
## Dt 3.7752e-04 5.0409e-05 7.4892 6.931e-14 ***
## DD -2.4726e-04 6.1713e-05 -4.0066 6.161e-05 ***
## as.factor(HOD)1 1.4445e-05 1.6759e-04 0.0862 0.931316
## as.factor(HOD)2 -8.6695e-05 1.3750e-04 -0.6305 0.528344
## as.factor(HOD)3 -1.5340e-04 1.4451e-04 -1.0616 0.288438
## as.factor(HOD)4 -3.2967e-04 1.3104e-04 -2.5158 0.011875 *
## as.factor(HOD)5 -3.8511e-04 1.2064e-04 -3.1921 0.001412 **
## as.factor(HOD)6 -6.6606e-04 1.2280e-04 -5.4239 5.832e-08 ***
## as.factor(HOD)7 -1.0269e-03 1.1799e-04 -8.7037 < 2.2e-16 ***
## as.factor(HOD)8 -1.2654e-03 1.1850e-04 -10.6786 < 2.2e-16 ***
## as.factor(HOD)9 -1.4582e-03 1.2686e-04 -11.4945 < 2.2e-16 ***
## as.factor(HOD)10 -1.4698e-03 1.2908e-04 -11.3869 < 2.2e-16 ***
## as.factor(HOD)11 -1.5233e-03 1.3091e-04 -11.6364 < 2.2e-16 ***
## as.factor(HOD)12 -1.5251e-03 1.2701e-04 -12.0082 < 2.2e-16 ***
## as.factor(HOD)13 -1.4771e-03 1.2332e-04 -11.9781 < 2.2e-16 ***
## as.factor(HOD)14 -1.3703e-03 1.2184e-04 -11.2470 < 2.2e-16 ***
## as.factor(HOD)15 -1.2643e-03 1.2040e-04 -10.5009 < 2.2e-16 ***
## as.factor(HOD)16 -1.1807e-03 1.1694e-04 -10.0967 < 2.2e-16 ***
## as.factor(HOD)17 -1.0632e-03 1.1550e-04 -9.2054 < 2.2e-16 ***
## as.factor(HOD)18 -9.4567e-04 1.1711e-04 -8.0752 6.736e-16 ***
## as.factor(HOD)19 -8.8070e-04 1.2102e-04 -7.2774 3.403e-13 ***
## as.factor(HOD)20 -7.2994e-04 1.1880e-04 -6.1445 8.023e-10 ***
## as.factor(HOD)21 -5.5079e-04 1.2420e-04 -4.4346 9.226e-06 ***
## as.factor(HOD)22 -2.8144e-04 1.4615e-04 -1.9257 0.054142 .
## as.factor(HOD)23 -1.0264e-04 1.4214e-04 -0.7221 0.470231
## as.factor(DOW)2 -7.0188e-04 6.2512e-05 -11.2279 < 2.2e-16 ***
## as.factor(DOW)3 -6.3069e-04 5.9000e-05 -10.6896 < 2.2e-16 ***
## as.factor(DOW)4 -5.8632e-04 5.8936e-05 -9.9485 < 2.2e-16 ***
## as.factor(DOW)5 -7.8315e-04 6.0717e-05 -12.8983 < 2.2e-16 ***
## as.factor(DOW)6 -7.9211e-04 6.3716e-05 -12.4318 < 2.2e-16 ***
## as.factor(DOW)7 -6.0350e-05 7.7003e-05 -0.7837 0.433193
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## rate_xabchib-predicted rate_xabchib-rate_chats rate_xtkchib-predicted rate_xtkchib-rate_chats
## 337 337 337 337
## [1] "2016-11-17 08:00/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17 08:00/blue/content change sregdate:2016-11-10 08:00:00 eregdate:2016-11-24 08:00:00"
## [1] "2016-11-17 08:00"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
## dt HOD DOW rate_chats Dc idx Dt DD
## Min. :2016-11-10 08:00:00 Min. : 0.0 Min. :1.000 Min. :3.081e-05 Min. :0.0 Min. : 1.0 Min. :0.000 Min. :0.0000
## 1st Qu.:2016-11-14 13:00:00 1st Qu.: 6.0 1st Qu.:2.000 1st Qu.:4.219e-04 1st Qu.:0.0 1st Qu.:157.8 1st Qu.:0.000 1st Qu.:0.0000
## Median :2016-11-17 19:30:00 Median :11.5 Median :4.000 Median :8.223e-04 Median :0.5 Median :314.5 Median :1.000 Median :0.0000
## Mean :2016-11-17 15:19:29 Mean :11.5 Mean :4.089 Mean :1.076e-03 Mean :0.5 Mean :314.5 Mean :0.535 Mean :0.2675
## 3rd Qu.:2016-11-21 02:00:00 3rd Qu.:17.0 3rd Qu.:6.000 3rd Qu.:1.416e-03 3rd Qu.:1.0 3rd Qu.:471.2 3rd Qu.:1.000 3rd Qu.:1.0000
## Max. :2016-11-24 08:00:00 Max. :23.0 Max. :7.000 Max. :5.178e-03 Max. :1.0 Max. :628.0 Max. :1.000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 3.1288e-03 1.6305e-04 19.1893 < 2.2e-16 ***
## Dc -8.1278e-04 4.9917e-05 -16.2824 < 2.2e-16 ***
## Dt 5.0207e-05 5.8035e-05 0.8651 0.3869797
## DD 1.0936e-05 6.8621e-05 0.1594 0.8733782
## as.factor(HOD)1 -9.6989e-05 1.7391e-04 -0.5577 0.5770562
## as.factor(HOD)2 -2.0039e-04 1.7113e-04 -1.1709 0.2416199
## as.factor(HOD)3 -3.6819e-04 1.6573e-04 -2.2217 0.0263047 *
## as.factor(HOD)4 -6.1294e-04 1.6913e-04 -3.6242 0.0002899 ***
## as.factor(HOD)5 -6.9188e-04 1.8293e-04 -3.7822 0.0001554 ***
## as.factor(HOD)6 -1.1072e-03 1.5763e-04 -7.0239 2.158e-12 ***
## as.factor(HOD)7 -1.3757e-03 1.4901e-04 -9.2325 < 2.2e-16 ***
## as.factor(HOD)8 -1.4921e-03 1.4935e-04 -9.9910 < 2.2e-16 ***
## as.factor(HOD)9 -1.6571e-03 1.5375e-04 -10.7776 < 2.2e-16 ***
## as.factor(HOD)10 -1.7044e-03 1.5589e-04 -10.9337 < 2.2e-16 ***
## as.factor(HOD)11 -1.6857e-03 1.5448e-04 -10.9123 < 2.2e-16 ***
## as.factor(HOD)12 -1.7424e-03 1.5442e-04 -11.2834 < 2.2e-16 ***
## as.factor(HOD)13 -1.6600e-03 1.5205e-04 -10.9180 < 2.2e-16 ***
## as.factor(HOD)14 -1.5495e-03 1.5233e-04 -10.1725 < 2.2e-16 ***
## as.factor(HOD)15 -1.4815e-03 1.5183e-04 -9.7572 < 2.2e-16 ***
## as.factor(HOD)16 -1.3470e-03 1.5321e-04 -8.7922 < 2.2e-16 ***
## as.factor(HOD)17 -1.1991e-03 1.5263e-04 -7.8565 3.950e-15 ***
## as.factor(HOD)18 -1.1650e-03 1.4942e-04 -7.7969 6.343e-15 ***
## as.factor(HOD)19 -1.0888e-03 1.5751e-04 -6.9127 4.756e-12 ***
## as.factor(HOD)20 -9.2904e-04 1.6480e-04 -5.6375 1.726e-08 ***
## as.factor(HOD)21 -7.5230e-04 1.6461e-04 -4.5701 4.875e-06 ***
## as.factor(HOD)22 -5.0587e-04 1.6970e-04 -2.9809 0.0028738 **
## as.factor(HOD)23 -2.3518e-04 1.8341e-04 -1.2823 0.1997460
## as.factor(DOW)2 -8.1193e-04 8.1137e-05 -10.0069 < 2.2e-16 ***
## as.factor(DOW)3 -8.3743e-04 7.7853e-05 -10.7565 < 2.2e-16 ***
## as.factor(DOW)4 -7.3353e-04 7.8458e-05 -9.3494 < 2.2e-16 ***
## as.factor(DOW)5 -8.9455e-04 8.1132e-05 -11.0258 < 2.2e-16 ***
## as.factor(DOW)6 -7.4341e-04 8.1028e-05 -9.1748 < 2.2e-16 ***
## as.factor(DOW)7 -2.2168e-04 1.0766e-04 -2.0591 0.0394869 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## rate_xabchib-predicted rate_xabchib-rate_chats rate_xtkchib-predicted rate_xtkchib-rate_chats
## 314 314 314 314
## [1] "2016-10-11 07:00/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11 07:00/purple/0-10% sregdate:2016-10-04 07:00:00 eregdate:2016-10-18 07:00:00"
## [1] "2016-10-11 07:00"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
## dt HOD DOW calls Dc idx Dt DD
## Min. :2016-10-04 07:00:00 Min. : 0.00 Min. :1.00 Min. : 6.0 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-10-07 22:15:00 1st Qu.: 5.00 1st Qu.:2.00 1st Qu.: 118.5 1st Qu.:0.0 1st Qu.:164.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-10-11 12:00:00 Median :11.00 Median :4.00 Median : 421.0 Median :0.5 Median :327.5 Median :1.0000 Median :0.0000
## Mean :2016-10-11 09:17:25 Mean :11.42 Mean :3.96 Mean : 499.7 Mean :0.5 Mean :327.5 Mean :0.5138 Mean :0.2569
## 3rd Qu.:2016-10-14 21:45:00 3rd Qu.:17.75 3rd Qu.:6.00 3rd Qu.: 718.5 3rd Qu.:1.0 3rd Qu.:490.8 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :2016-10-18 07:00:00 Max. :23.00 Max. :7.00 Max. :1953.0 Max. :1.0 Max. :654.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1048.04277 47.74937 21.9488 < 2.2e-16 ***
## Dc -411.68553 21.98329 -18.7272 < 2.2e-16 ***
## Dt 1.70981 23.27822 0.0735 0.94145
## DD -0.40375 29.08859 -0.0139 0.98893
## as.factor(HOD)1 -132.71429 59.41052 -2.2339 0.02549 *
## as.factor(HOD)2 -348.32143 45.14869 -7.7150 1.210e-14 ***
## as.factor(HOD)3 -427.14286 62.71572 -6.8108 9.707e-12 ***
## as.factor(HOD)4 -578.67857 49.69596 -11.6444 < 2.2e-16 ***
## as.factor(HOD)5 -712.28571 51.02119 -13.9606 < 2.2e-16 ***
## as.factor(HOD)6 -777.50000 54.22383 -14.3387 < 2.2e-16 ***
## as.factor(HOD)7 -805.64140 55.03441 -14.6389 < 2.2e-16 ***
## as.factor(HOD)8 -806.78986 57.89781 -13.9347 < 2.2e-16 ***
## as.factor(HOD)9 -814.36678 58.21062 -13.9900 < 2.2e-16 ***
## as.factor(HOD)10 -788.98216 58.95689 -13.3824 < 2.2e-16 ***
## as.factor(HOD)11 -752.25139 55.15379 -13.6392 < 2.2e-16 ***
## as.factor(HOD)12 -639.50000 49.73967 -12.8569 < 2.2e-16 ***
## as.factor(HOD)13 -444.28571 44.74795 -9.9286 < 2.2e-16 ***
## as.factor(HOD)14 -335.70942 46.91309 -7.1560 8.307e-13 ***
## as.factor(HOD)15 -220.37609 48.74086 -4.5214 6.144e-06 ***
## as.factor(HOD)16 -124.10714 51.45856 -2.4118 0.01587 *
## as.factor(HOD)17 -103.92857 50.92573 -2.0408 0.04127 *
## as.factor(HOD)18 -93.39286 56.16920 -1.6627 0.09637 .
## as.factor(HOD)19 13.32143 54.29922 0.2453 0.80620
## as.factor(HOD)20 109.82553 63.07762 1.7411 0.08166 .
## as.factor(HOD)21 90.51784 59.12523 1.5310 0.12578
## as.factor(HOD)22 144.78571 63.52628 2.2791 0.02266 *
## as.factor(HOD)23 84.78571 61.58283 1.3768 0.16858
## as.factor(DOW)2 -3.71489 26.21816 -0.1417 0.88732
## as.factor(DOW)3 15.42096 24.81382 0.6215 0.53429
## as.factor(DOW)4 -10.23572 27.29284 -0.3750 0.70764
## as.factor(DOW)5 -16.76697 28.34788 -0.5915 0.55420
## as.factor(DOW)6 24.03187 27.32405 0.8795 0.37912
## as.factor(DOW)7 58.08696 26.91607 2.1581 0.03092 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## xabcall-calls xabcall-predicted xtkcall-calls xtkcall-predicted
## 327 327 327 327
## [1] "2016-10-18 07:00/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18 07:00/purple/10-30% sregdate:2016-10-11 07:00:00 eregdate:2016-10-25 07:00:00"
## [1] "2016-10-18 07:00"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
## dt HOD DOW calls Dc idx Dt DD
## Min. :2016-10-11 07:00:00 Min. : 0.00 Min. :1.000 Min. : 6.0 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-10-14 18:15:00 1st Qu.: 5.25 1st Qu.:2.000 1st Qu.: 112.2 1st Qu.:0.0 1st Qu.:168.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-10-18 06:00:00 Median :11.00 Median :4.000 Median : 402.5 Median :0.5 Median :335.5 Median :0.0000 Median :0.0000
## Mean :2016-10-18 06:29:00 Mean :11.43 Mean :3.985 Mean : 496.6 Mean :0.5 Mean :335.5 Mean :0.4955 Mean :0.2478
## 3rd Qu.:2016-10-21 17:45:00 3rd Qu.:17.00 3rd Qu.:6.000 3rd Qu.: 717.8 3rd Qu.:1.0 3rd Qu.:502.8 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2016-10-25 07:00:00 Max. :23.00 Max. :7.000 Max. :1953.0 Max. :1.0 Max. :670.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1056.4655 46.1501 22.8920 < 2.2e-16 ***
## Dc -410.3550 18.7515 -21.8839 < 2.2e-16 ***
## Dt 1.1589 21.2112 0.0546 0.9564293
## DD -2.4161 27.1430 -0.0890 0.9290724
## as.factor(HOD)1 -166.6071 50.7335 -3.2840 0.0010236 **
## as.factor(HOD)2 -347.1071 45.0179 -7.7104 1.254e-14 ***
## as.factor(HOD)3 -491.5714 44.6183 -11.0173 < 2.2e-16 ***
## as.factor(HOD)4 -609.2500 46.0374 -13.2338 < 2.2e-16 ***
## as.factor(HOD)5 -699.4286 50.2820 -13.9101 < 2.2e-16 ***
## as.factor(HOD)6 -755.3214 54.7923 -13.7852 < 2.2e-16 ***
## as.factor(HOD)7 -814.1701 53.6496 -15.1757 < 2.2e-16 ***
## as.factor(HOD)8 -815.9643 55.5511 -14.6885 < 2.2e-16 ***
## as.factor(HOD)9 -821.4643 55.7936 -14.7233 < 2.2e-16 ***
## as.factor(HOD)10 -797.1429 56.3001 -14.1588 < 2.2e-16 ***
## as.factor(HOD)11 -765.6071 53.2172 -14.3865 < 2.2e-16 ***
## as.factor(HOD)12 -642.8214 48.7427 -13.1881 < 2.2e-16 ***
## as.factor(HOD)13 -460.0357 43.6751 -10.5331 < 2.2e-16 ***
## as.factor(HOD)14 -339.1071 44.6092 -7.6017 2.922e-14 ***
## as.factor(HOD)15 -227.2857 44.6687 -5.0883 3.614e-07 ***
## as.factor(HOD)16 -163.3214 48.0745 -3.3973 0.0006807 ***
## as.factor(HOD)17 -117.1786 49.1196 -2.3856 0.0170524 *
## as.factor(HOD)18 -67.9643 51.1655 -1.3283 0.1840719
## as.factor(HOD)19 31.2500 53.4310 0.5849 0.5586373
## as.factor(HOD)20 133.2143 62.3241 2.1374 0.0325619 *
## as.factor(HOD)21 125.5005 60.1390 2.0868 0.0369024 *
## as.factor(HOD)22 111.8467 60.8930 1.8368 0.0662432 .
## as.factor(HOD)23 83.4643 62.2536 1.3407 0.1800135
## as.factor(DOW)2 -12.9167 25.6392 -0.5038 0.6144122
## as.factor(DOW)3 48.2629 25.2917 1.9082 0.0563592 .
## as.factor(DOW)4 -31.9063 23.8429 -1.3382 0.1808349
## as.factor(DOW)5 -38.0938 23.7788 -1.6020 0.1091552
## as.factor(DOW)6 17.2679 26.5322 0.6508 0.5151568
## as.factor(DOW)7 76.5417 27.0423 2.8304 0.0046483 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## xabcall-calls xabcall-predicted xtkcall-calls xtkcall-predicted
## 335 335 335 335
## [1] "2016-11-01 07:00/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01 07:00/purple/30-50% sregdate:2016-10-25 07:00:00 eregdate:2016-11-08 07:00:00"
## [1] "2016-11-01 07:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW calls Dc idx Dt DD
## Min. :2016-10-25 07:00:00 Min. : 0.00 Min. :1.000 Min. : 5.00 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-10-28 19:00:00 1st Qu.: 6.00 1st Qu.:2.000 1st Qu.: 96.25 1st Qu.:0.0 1st Qu.:169.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-11-01 07:00:00 Median :11.00 Median :4.000 Median : 380.00 Median :0.5 Median :337.5 Median :0.0000 Median :0.0000
## Mean :2016-11-01 07:00:00 Mean :11.49 Mean :3.997 Mean : 461.78 Mean :0.5 Mean :337.5 Mean :0.4985 Mean :0.2493
## 3rd Qu.:2016-11-04 19:00:00 3rd Qu.:17.00 3rd Qu.:6.000 3rd Qu.: 669.50 3rd Qu.:1.0 3rd Qu.:505.8 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2016-11-08 07:00:00 Max. :23.00 Max. :7.000 Max. :1756.00 Max. :1.0 Max. :674.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 940.9586 41.9513 22.4298 < 2.2e-16 ***
## Dc -355.3964 16.9572 -20.9585 < 2.2e-16 ***
## Dt 115.6061 19.7344 5.8581 4.682e-09 ***
## DD -63.4488 25.5792 -2.4805 0.013120 *
## as.factor(HOD)1 -140.5714 49.5642 -2.8362 0.004566 **
## as.factor(HOD)2 -314.8214 43.1514 -7.2957 2.970e-13 ***
## as.factor(HOD)3 -458.7857 42.0285 -10.9161 < 2.2e-16 ***
## as.factor(HOD)4 -566.3214 43.2049 -13.1078 < 2.2e-16 ***
## as.factor(HOD)5 -680.9643 46.1162 -14.7663 < 2.2e-16 ***
## as.factor(HOD)6 -752.4643 49.9934 -15.0513 < 2.2e-16 ***
## as.factor(HOD)7 -780.4019 51.2504 -15.2272 < 2.2e-16 ***
## as.factor(HOD)8 -799.0714 53.2949 -14.9934 < 2.2e-16 ***
## as.factor(HOD)9 -799.5357 53.1813 -15.0341 < 2.2e-16 ***
## as.factor(HOD)10 -782.3571 52.6518 -14.8591 < 2.2e-16 ***
## as.factor(HOD)11 -741.6429 50.9697 -14.5507 < 2.2e-16 ***
## as.factor(HOD)12 -624.3214 46.4773 -13.4328 < 2.2e-16 ***
## as.factor(HOD)13 -461.2857 41.5594 -11.0994 < 2.2e-16 ***
## as.factor(HOD)14 -329.5000 41.9116 -7.8618 3.787e-15 ***
## as.factor(HOD)15 -233.0714 44.7599 -5.2071 1.918e-07 ***
## as.factor(HOD)16 -180.3571 44.3400 -4.0676 4.750e-05 ***
## as.factor(HOD)17 -143.2857 45.0129 -3.1832 0.001456 **
## as.factor(HOD)18 -121.2143 44.6370 -2.7156 0.006617 **
## as.factor(HOD)19 -36.7143 48.1055 -0.7632 0.445342
## as.factor(HOD)20 27.5000 53.6455 0.5126 0.608214
## as.factor(HOD)21 96.2857 58.8718 1.6355 0.101941
## as.factor(HOD)22 98.4643 62.0677 1.5864 0.112648
## as.factor(HOD)23 45.8571 59.4993 0.7707 0.440874
## as.factor(DOW)2 -33.9583 23.3201 -1.4562 0.145342
## as.factor(DOW)3 32.2682 24.6514 1.3090 0.190541
## as.factor(DOW)4 27.2604 23.1131 1.1794 0.238224
## as.factor(DOW)5 7.1562 22.7867 0.3141 0.753480
## as.factor(DOW)6 61.3229 24.5199 2.5009 0.012386 *
## as.factor(DOW)7 42.5417 25.3621 1.6774 0.093469 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## xabcall-calls xabcall-predicted xtkcall-calls xtkcall-predicted
## 337 337 337 337
## [1] "2016-12-15 08:00/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15 08:00/purple/50-90% sregdate:2016-12-08 08:00:00 eregdate:2016-12-22 08:00:00"
## [1] "2016-12-15 08:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW calls Dc idx Dt DD
## Min. :2016-12-08 08:00:00 Min. : 0.00 Min. :1.000 Min. : 7.0 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-12-11 20:00:00 1st Qu.: 6.00 1st Qu.:2.000 1st Qu.: 111.0 1st Qu.:0.0 1st Qu.:169.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-12-15 08:00:00 Median :11.00 Median :4.000 Median : 404.5 Median :0.5 Median :337.5 Median :0.0000 Median :0.0000
## Mean :2016-12-15 08:00:00 Mean :11.49 Mean :4.003 Mean : 509.7 Mean :0.5 Mean :337.5 Mean :0.4985 Mean :0.2493
## 3rd Qu.:2016-12-18 20:00:00 3rd Qu.:17.00 3rd Qu.:6.000 3rd Qu.: 740.8 3rd Qu.:1.0 3rd Qu.:505.8 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2016-12-22 08:00:00 Max. :23.00 Max. :7.000 Max. :2046.0 Max. :1.0 Max. :674.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1091.723 51.438 21.2241 < 2.2e-16 ***
## Dc -431.479 21.370 -20.1904 < 2.2e-16 ***
## Dt 65.984 23.780 2.7748 0.0055235 **
## DD -42.545 30.140 -1.4116 0.1580764
## as.factor(HOD)1 -73.893 61.835 -1.1950 0.2320870
## as.factor(HOD)2 -205.429 57.407 -3.5784 0.0003456 ***
## as.factor(HOD)3 -332.536 53.756 -6.1860 6.170e-10 ***
## as.factor(HOD)4 -507.357 50.518 -10.0431 < 2.2e-16 ***
## as.factor(HOD)5 -638.750 52.191 -12.2387 < 2.2e-16 ***
## as.factor(HOD)6 -744.393 57.626 -12.9177 < 2.2e-16 ***
## as.factor(HOD)7 -826.000 60.667 -13.6152 < 2.2e-16 ***
## as.factor(HOD)8 -869.823 60.998 -14.2598 < 2.2e-16 ***
## as.factor(HOD)9 -891.714 63.107 -14.1303 < 2.2e-16 ***
## as.factor(HOD)10 -894.750 63.443 -14.1032 < 2.2e-16 ***
## as.factor(HOD)11 -880.321 62.904 -13.9947 < 2.2e-16 ***
## as.factor(HOD)12 -830.143 60.545 -13.7113 < 2.2e-16 ***
## as.factor(HOD)13 -697.929 55.578 -12.5576 < 2.2e-16 ***
## as.factor(HOD)14 -509.571 49.498 -10.2947 < 2.2e-16 ***
## as.factor(HOD)15 -364.429 51.957 -7.0141 2.314e-12 ***
## as.factor(HOD)16 -230.571 67.264 -3.4278 0.0006084 ***
## as.factor(HOD)17 -188.857 55.161 -3.4238 0.0006176 ***
## as.factor(HOD)18 -155.393 54.928 -2.8290 0.0046687 **
## as.factor(HOD)19 -119.179 55.913 -2.1315 0.0330466 *
## as.factor(HOD)20 -38.571 58.917 -0.6547 0.5126776
## as.factor(HOD)21 40.143 64.056 0.6267 0.5308684
## as.factor(HOD)22 90.143 69.763 1.2921 0.1963138
## as.factor(HOD)23 58.929 70.026 0.8415 0.4000532
## as.factor(DOW)2 31.812 29.756 1.0691 0.2850256
## as.factor(DOW)3 59.500 26.396 2.2541 0.0241891 *
## as.factor(DOW)4 57.979 27.094 2.1399 0.0323591 *
## as.factor(DOW)5 -23.636 25.421 -0.9298 0.3524777
## as.factor(DOW)6 -33.156 26.104 -1.2702 0.2040263
## as.factor(DOW)7 59.125 26.728 2.2121 0.0269595 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## xabcall-calls xabcall-predicted xtkcall-calls xtkcall-predicted
## 337 337 337 337
## [1] "2016-11-17 08:00/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17 08:00/blue/content change sregdate:2016-11-10 08:00:00 eregdate:2016-11-24 08:00:00"
## [1] "2016-11-17 08:00"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
## dt HOD DOW calls Dc idx Dt DD
## Min. :2016-11-10 08:00:00 Min. : 0.0 Min. :1.000 Min. : 8.0 Min. :0.0 Min. : 1.0 Min. :0.000 Min. :0.0000
## 1st Qu.:2016-11-14 13:00:00 1st Qu.: 6.0 1st Qu.:2.000 1st Qu.: 101.0 1st Qu.:0.0 1st Qu.:157.8 1st Qu.:0.000 1st Qu.:0.0000
## Median :2016-11-17 19:30:00 Median :11.5 Median :4.000 Median : 371.5 Median :0.5 Median :314.5 Median :1.000 Median :0.0000
## Mean :2016-11-17 15:19:29 Mean :11.5 Mean :4.089 Mean : 457.1 Mean :0.5 Mean :314.5 Mean :0.535 Mean :0.2675
## 3rd Qu.:2016-11-21 02:00:00 3rd Qu.:17.0 3rd Qu.:6.000 3rd Qu.: 683.2 3rd Qu.:1.0 3rd Qu.:471.2 3rd Qu.:1.000 3rd Qu.:1.0000
## Max. :2016-11-24 08:00:00 Max. :23.0 Max. :7.000 Max. :1481.0 Max. :1.0 Max. :628.0 Max. :1.000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1000.5161 48.9954 20.4206 < 2.2e-16 ***
## Dc -382.7466 19.3133 -19.8178 < 2.2e-16 ***
## Dt 21.0682 20.5197 1.0267 0.3045484
## DD -12.0094 26.0476 -0.4611 0.6447595
## as.factor(HOD)1 -68.4615 54.7487 -1.2505 0.2111281
## as.factor(HOD)2 -203.6923 47.8855 -4.2537 2.102e-05 ***
## as.factor(HOD)3 -365.3077 43.7768 -8.3448 < 2.2e-16 ***
## as.factor(HOD)4 -485.6923 44.7968 -10.8421 < 2.2e-16 ***
## as.factor(HOD)5 -609.9615 45.5925 -13.3785 < 2.2e-16 ***
## as.factor(HOD)6 -718.3846 49.4505 -14.5273 < 2.2e-16 ***
## as.factor(HOD)7 -778.1923 52.3404 -14.8679 < 2.2e-16 ***
## as.factor(HOD)8 -803.0408 52.9760 -15.1586 < 2.2e-16 ***
## as.factor(HOD)9 -814.9231 54.4040 -14.9791 < 2.2e-16 ***
## as.factor(HOD)10 -806.6154 54.2902 -14.8575 < 2.2e-16 ***
## as.factor(HOD)11 -803.2692 54.2943 -14.7947 < 2.2e-16 ***
## as.factor(HOD)12 -737.3462 51.3749 -14.3523 < 2.2e-16 ***
## as.factor(HOD)13 -611.9615 46.7487 -13.0905 < 2.2e-16 ***
## as.factor(HOD)14 -421.9615 41.5717 -10.1502 < 2.2e-16 ***
## as.factor(HOD)15 -314.5385 43.5728 -7.2187 5.249e-13 ***
## as.factor(HOD)16 -276.3673 50.9374 -5.4256 5.775e-08 ***
## as.factor(HOD)17 -171.9183 46.4472 -3.7014 0.0002144 ***
## as.factor(HOD)18 -149.9183 48.5541 -3.0877 0.0020174 **
## as.factor(HOD)19 -107.1490 49.4327 -2.1676 0.0301910 *
## as.factor(HOD)20 -61.8414 50.9645 -1.2134 0.2249695
## as.factor(HOD)21 18.6202 55.4357 0.3359 0.7369556
## as.factor(HOD)22 62.5817 58.7048 1.0660 0.2864047
## as.factor(HOD)23 41.1202 59.7847 0.6878 0.4915756
## as.factor(DOW)2 11.3659 29.6611 0.3832 0.7015767
## as.factor(DOW)3 19.2513 28.8912 0.6663 0.5051942
## as.factor(DOW)4 45.3034 29.6503 1.5279 0.1265318
## as.factor(DOW)5 -2.0722 28.4235 -0.0729 0.9418817
## as.factor(DOW)6 15.9388 28.5171 0.5589 0.5762151
## as.factor(DOW)7 76.5624 29.5969 2.5868 0.0096860 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## xabcall-calls xabcall-predicted xtkcall-calls xtkcall-predicted
## 314 314 314 314
## [1] "2016-10-11 07:00/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11 07:00/purple/0-10% sregdate:2016-10-04 07:00:00 eregdate:2016-10-18 07:00:00"
## [1] "2016-10-11 07:00"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
## dt HOD DOW log_calls Dc idx Dt DD
## Min. :2016-10-04 07:00:00 Min. : 0.00 Min. :1.00 Min. :1.792 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-10-07 22:15:00 1st Qu.: 5.00 1st Qu.:2.00 1st Qu.:4.775 1st Qu.:0.0 1st Qu.:164.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-10-11 12:00:00 Median :11.00 Median :4.00 Median :6.043 Median :0.5 Median :327.5 Median :1.0000 Median :0.0000
## Mean :2016-10-11 09:17:25 Mean :11.42 Mean :3.96 Mean :5.618 Mean :0.5 Mean :327.5 Mean :0.5138 Mean :0.2569
## 3rd Qu.:2016-10-14 21:45:00 3rd Qu.:17.75 3rd Qu.:6.00 3rd Qu.:6.577 3rd Qu.:1.0 3rd Qu.:490.8 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :2016-10-18 07:00:00 Max. :23.00 Max. :7.00 Max. :7.577 Max. :1.0 Max. :654.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 7.026182 0.043015 163.3415 < 2.2e-16 ***
## Dc -0.868695 0.028686 -30.2825 < 2.2e-16 ***
## Dt 0.026769 0.034900 0.7670 0.4430667
## DD -0.012596 0.045038 -0.2797 0.7797200
## as.factor(HOD)1 -0.180184 0.050839 -3.5442 0.0003938 ***
## as.factor(HOD)2 -0.526647 0.041215 -12.7779 < 2.2e-16 ***
## as.factor(HOD)3 -0.765747 0.069714 -10.9841 < 2.2e-16 ***
## as.factor(HOD)4 -1.179473 0.061664 -19.1276 < 2.2e-16 ***
## as.factor(HOD)5 -1.813631 0.047194 -38.4295 < 2.2e-16 ***
## as.factor(HOD)6 -2.437884 0.048514 -50.2507 < 2.2e-16 ***
## as.factor(HOD)7 -2.955380 0.073500 -40.2090 < 2.2e-16 ***
## as.factor(HOD)8 -3.317346 0.122036 -27.1834 < 2.2e-16 ***
## as.factor(HOD)9 -3.517300 0.127056 -27.6830 < 2.2e-16 ***
## as.factor(HOD)10 -2.923865 0.118724 -24.6274 < 2.2e-16 ***
## as.factor(HOD)11 -2.154143 0.062092 -34.6928 < 2.2e-16 ***
## as.factor(HOD)12 -1.348796 0.046394 -29.0724 < 2.2e-16 ***
## as.factor(HOD)13 -0.684558 0.041604 -16.4543 < 2.2e-16 ***
## as.factor(HOD)14 -0.466606 0.051452 -9.0688 < 2.2e-16 ***
## as.factor(HOD)15 -0.270057 0.050717 -5.3248 1.011e-07 ***
## as.factor(HOD)16 -0.127107 0.046841 -2.7136 0.0066560 **
## as.factor(HOD)17 -0.104286 0.041962 -2.4852 0.0129463 *
## as.factor(HOD)18 -0.111600 0.060207 -1.8536 0.0637985 .
## as.factor(HOD)19 0.040112 0.037692 1.0642 0.2872285
## as.factor(HOD)20 0.145048 0.039863 3.6387 0.0002741 ***
## as.factor(HOD)21 0.123283 0.039117 3.1517 0.0016235 **
## as.factor(HOD)22 0.174379 0.042663 4.0873 4.364e-05 ***
## as.factor(HOD)23 0.104920 0.042563 2.4650 0.0137003 *
## as.factor(DOW)2 -0.071869 0.033150 -2.1680 0.0301606 *
## as.factor(DOW)3 0.153604 0.055752 2.7551 0.0058670 **
## as.factor(DOW)4 -0.054051 0.032286 -1.6741 0.0941049 .
## as.factor(DOW)5 -0.013374 0.035122 -0.3808 0.7033561
## as.factor(DOW)6 0.058387 0.029165 2.0020 0.0452880 *
## as.factor(DOW)7 0.106265 0.034863 3.0480 0.0023033 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## log_xabcall-log_calls log_xabcall-predicted log_xtkcall-log_calls log_xtkcall-predicted
## 327 327 327 327
## [1] "2016-10-18 07:00/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18 07:00/purple/10-30% sregdate:2016-10-11 07:00:00 eregdate:2016-10-25 07:00:00"
## [1] "2016-10-18 07:00"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
## dt HOD DOW log_calls Dc idx Dt DD
## Min. :2016-10-11 07:00:00 Min. : 0.00 Min. :1.000 Min. :1.792 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-10-14 18:15:00 1st Qu.: 5.25 1st Qu.:2.000 1st Qu.:4.721 1st Qu.:0.0 1st Qu.:168.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-10-18 06:00:00 Median :11.00 Median :4.000 Median :5.998 Median :0.5 Median :335.5 Median :0.0000 Median :0.0000
## Mean :2016-10-18 06:29:00 Mean :11.43 Mean :3.985 Mean :5.613 Mean :0.5 Mean :335.5 Mean :0.4955 Mean :0.2478
## 3rd Qu.:2016-10-21 17:45:00 3rd Qu.:17.00 3rd Qu.:6.000 3rd Qu.:6.576 3rd Qu.:1.0 3rd Qu.:502.8 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2016-10-25 07:00:00 Max. :23.00 Max. :7.000 Max. :7.577 Max. :1.0 Max. :670.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 7.053848 0.035394 199.2923 < 2.2e-16 ***
## Dc -0.884027 0.034131 -25.9008 < 2.2e-16 ***
## Dt -0.013522 0.033893 -0.3990 0.6899134
## DD 0.012600 0.042966 0.2933 0.7693234
## as.factor(HOD)1 -0.221713 0.035941 -6.1688 6.879e-10 ***
## as.factor(HOD)2 -0.528878 0.037965 -13.9308 < 2.2e-16 ***
## as.factor(HOD)3 -0.868256 0.048909 -17.7523 < 2.2e-16 ***
## as.factor(HOD)4 -1.255844 0.048096 -26.1110 < 2.2e-16 ***
## as.factor(HOD)5 -1.763029 0.059268 -29.7466 < 2.2e-16 ***
## as.factor(HOD)6 -2.297108 0.079107 -29.0381 < 2.2e-16 ***
## as.factor(HOD)7 -2.961176 0.063481 -46.6464 < 2.2e-16 ***
## as.factor(HOD)8 -3.305062 0.105682 -31.2736 < 2.2e-16 ***
## as.factor(HOD)9 -3.434842 0.111430 -30.8250 < 2.2e-16 ***
## as.factor(HOD)10 -2.885580 0.102780 -28.0753 < 2.2e-16 ***
## as.factor(HOD)11 -2.225008 0.058229 -38.2114 < 2.2e-16 ***
## as.factor(HOD)12 -1.332907 0.043936 -30.3377 < 2.2e-16 ***
## as.factor(HOD)13 -0.716143 0.040615 -17.6326 < 2.2e-16 ***
## as.factor(HOD)14 -0.471039 0.043754 -10.7655 < 2.2e-16 ***
## as.factor(HOD)15 -0.272501 0.039744 -6.8564 7.060e-12 ***
## as.factor(HOD)16 -0.184044 0.040302 -4.5667 4.955e-06 ***
## as.factor(HOD)17 -0.122708 0.039538 -3.1035 0.0019123 **
## as.factor(HOD)18 -0.060137 0.036848 -1.6320 0.1026782
## as.factor(HOD)19 0.061086 0.031494 1.9396 0.0524256 .
## as.factor(HOD)20 0.163013 0.036365 4.4827 7.370e-06 ***
## as.factor(HOD)21 0.156324 0.034010 4.5964 4.299e-06 ***
## as.factor(HOD)22 0.136905 0.035034 3.9077 9.317e-05 ***
## as.factor(HOD)23 0.095403 0.038825 2.4572 0.0140010 *
## as.factor(DOW)2 -0.099369 0.034627 -2.8697 0.0041088 **
## as.factor(DOW)3 0.243611 0.056759 4.2920 1.771e-05 ***
## as.factor(DOW)4 -0.043881 0.027122 -1.6179 0.1056808
## as.factor(DOW)5 -0.057011 0.025974 -2.1949 0.0281711 *
## as.factor(DOW)6 0.032528 0.027312 1.1910 0.2336565
## as.factor(DOW)7 0.126792 0.034359 3.6902 0.0002241 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## log_xabcall-log_calls log_xabcall-predicted log_xtkcall-log_calls log_xtkcall-predicted
## 335 335 335 335
## [1] "2016-11-01 07:00/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01 07:00/purple/30-50% sregdate:2016-10-25 07:00:00 eregdate:2016-11-08 07:00:00"
## [1] "2016-11-01 07:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW log_calls Dc idx Dt DD
## Min. :2016-10-25 07:00:00 Min. : 0.00 Min. :1.000 Min. :1.609 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-10-28 19:00:00 1st Qu.: 6.00 1st Qu.:2.000 1st Qu.:4.567 1st Qu.:0.0 1st Qu.:169.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-11-01 07:00:00 Median :11.00 Median :4.000 Median :5.940 Median :0.5 Median :337.5 Median :0.0000 Median :0.0000
## Mean :2016-11-01 07:00:00 Mean :11.49 Mean :3.997 Mean :5.525 Mean :0.5 Mean :337.5 Mean :0.4985 Mean :0.2493
## 3rd Qu.:2016-11-04 19:00:00 3rd Qu.:17.00 3rd Qu.:6.000 3rd Qu.:6.507 3rd Qu.:1.0 3rd Qu.:505.8 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2016-11-08 07:00:00 Max. :23.00 Max. :7.000 Max. :7.471 Max. :1.0 Max. :674.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 6.842587 0.031890 214.5659 < 2.2e-16 ***
## Dc -0.909547 0.025321 -35.9213 < 2.2e-16 ***
## Dt 0.176779 0.022919 7.7131 1.228e-14 ***
## DD 0.053055 0.034123 1.5548 0.1199908
## as.factor(HOD)1 -0.201558 0.032885 -6.1291 8.837e-10 ***
## as.factor(HOD)2 -0.505292 0.039405 -12.8231 < 2.2e-16 ***
## as.factor(HOD)3 -0.842680 0.045826 -18.3888 < 2.2e-16 ***
## as.factor(HOD)4 -1.212197 0.049966 -24.2606 < 2.2e-16 ***
## as.factor(HOD)5 -1.789820 0.046425 -38.5533 < 2.2e-16 ***
## as.factor(HOD)6 -2.496059 0.065041 -38.3767 < 2.2e-16 ***
## as.factor(HOD)7 -2.996654 0.054884 -54.5993 < 2.2e-16 ***
## as.factor(HOD)8 -3.483665 0.068696 -50.7114 < 2.2e-16 ***
## as.factor(HOD)9 -3.503002 0.048790 -71.7977 < 2.2e-16 ***
## as.factor(HOD)10 -3.000425 0.080273 -37.3776 < 2.2e-16 ***
## as.factor(HOD)11 -2.274087 0.055492 -40.9806 < 2.2e-16 ***
## as.factor(HOD)12 -1.388265 0.049040 -28.3089 < 2.2e-16 ***
## as.factor(HOD)13 -0.776544 0.035735 -21.7308 < 2.2e-16 ***
## as.factor(HOD)14 -0.471231 0.038717 -12.1712 < 2.2e-16 ***
## as.factor(HOD)15 -0.302202 0.039212 -7.7068 1.290e-14 ***
## as.factor(HOD)16 -0.214406 0.036916 -5.8080 6.324e-09 ***
## as.factor(HOD)17 -0.161145 0.034116 -4.7234 2.319e-06 ***
## as.factor(HOD)18 -0.126880 0.031214 -4.0649 4.806e-05 ***
## as.factor(HOD)19 -0.020514 0.030005 -0.6837 0.4941724
## as.factor(HOD)20 0.050509 0.028598 1.7662 0.0773630 .
## as.factor(HOD)21 0.124009 0.029883 4.1499 3.327e-05 ***
## as.factor(HOD)22 0.114666 0.032219 3.5590 0.0003723 ***
## as.factor(HOD)23 0.053400 0.035212 1.5165 0.1293867
## as.factor(DOW)2 -0.070535 0.037834 -1.8643 0.0622773 .
## as.factor(DOW)3 0.153070 0.033637 4.5507 5.348e-06 ***
## as.factor(DOW)4 0.115946 0.031629 3.6658 0.0002465 ***
## as.factor(DOW)5 0.094885 0.030152 3.1469 0.0016499 **
## as.factor(DOW)6 0.269202 0.031784 8.4698 < 2.2e-16 ***
## as.factor(DOW)7 0.142231 0.034191 4.1598 3.185e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## log_xabcall-log_calls log_xabcall-predicted log_xtkcall-log_calls log_xtkcall-predicted
## 337 337 337 337
## [1] "2016-12-15 08:00/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15 08:00/purple/50-90% sregdate:2016-12-08 08:00:00 eregdate:2016-12-22 08:00:00"
## [1] "2016-12-15 08:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW log_calls Dc idx Dt DD
## Min. :2016-12-08 08:00:00 Min. : 0.00 Min. :1.000 Min. :1.946 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-12-11 20:00:00 1st Qu.: 6.00 1st Qu.:2.000 1st Qu.:4.709 1st Qu.:0.0 1st Qu.:169.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-12-15 08:00:00 Median :11.00 Median :4.000 Median :6.003 Median :0.5 Median :337.5 Median :0.0000 Median :0.0000
## Mean :2016-12-15 08:00:00 Mean :11.49 Mean :4.003 Mean :5.617 Mean :0.5 Mean :337.5 Mean :0.4985 Mean :0.2493
## 3rd Qu.:2016-12-18 20:00:00 3rd Qu.:17.00 3rd Qu.:6.000 3rd Qu.:6.608 3rd Qu.:1.0 3rd Qu.:505.8 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2016-12-22 08:00:00 Max. :23.00 Max. :7.000 Max. :7.624 Max. :1.0 Max. :674.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 7.090245 0.034502 205.5041 < 2.2e-16 ***
## Dc -0.942933 0.025675 -36.7261 < 2.2e-16 ***
## Dt 0.077619 0.023235 3.3406 0.0008359 ***
## DD 0.012039 0.032164 0.3743 0.7081764
## as.factor(HOD)1 -0.081765 0.035296 -2.3166 0.0205267 *
## as.factor(HOD)2 -0.263775 0.041463 -6.3617 1.995e-10 ***
## as.factor(HOD)3 -0.458415 0.043064 -10.6449 < 2.2e-16 ***
## as.factor(HOD)4 -0.822961 0.047804 -17.2153 < 2.2e-16 ***
## as.factor(HOD)5 -1.202875 0.045424 -26.4810 < 2.2e-16 ***
## as.factor(HOD)6 -1.709777 0.063985 -26.7217 < 2.2e-16 ***
## as.factor(HOD)7 -2.374972 0.079520 -29.8663 < 2.2e-16 ***
## as.factor(HOD)8 -3.042892 0.059401 -51.2260 < 2.2e-16 ***
## as.factor(HOD)9 -3.483307 0.048552 -71.7439 < 2.2e-16 ***
## as.factor(HOD)10 -3.589377 0.061070 -58.7744 < 2.2e-16 ***
## as.factor(HOD)11 -3.110905 0.058108 -53.5368 < 2.2e-16 ***
## as.factor(HOD)12 -2.277215 0.041823 -54.4487 < 2.2e-16 ***
## as.factor(HOD)13 -1.385487 0.049441 -28.0228 < 2.2e-16 ***
## as.factor(HOD)14 -0.759781 0.035234 -21.5636 < 2.2e-16 ***
## as.factor(HOD)15 -0.479221 0.041793 -11.4666 < 2.2e-16 ***
## as.factor(HOD)16 -0.287718 0.052722 -5.4573 4.834e-08 ***
## as.factor(HOD)17 -0.209053 0.037177 -5.6231 1.875e-08 ***
## as.factor(HOD)18 -0.164698 0.032005 -5.1460 2.661e-07 ***
## as.factor(HOD)19 -0.118517 0.030906 -3.8348 0.0001257 ***
## as.factor(HOD)20 -0.024424 0.029208 -0.8362 0.4030409
## as.factor(HOD)21 0.058404 0.032448 1.7999 0.0718778 .
## as.factor(HOD)22 0.103239 0.037684 2.7396 0.0061514 **
## as.factor(HOD)23 0.062300 0.037616 1.6562 0.0976755 .
## as.factor(DOW)2 0.014691 0.040012 0.3672 0.7135019
## as.factor(DOW)3 0.109090 0.024796 4.3995 1.085e-05 ***
## as.factor(DOW)4 0.072746 0.026689 2.7257 0.0064165 **
## as.factor(DOW)5 -0.036959 0.029148 -1.2680 0.2048009
## as.factor(DOW)6 -0.075681 0.026854 -2.8183 0.0048282 **
## as.factor(DOW)7 0.126720 0.026737 4.7395 2.143e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## log_xabcall-log_calls log_xabcall-predicted log_xtkcall-log_calls log_xtkcall-predicted
## 337 337 337 337
## [1] "2016-11-17 08:00/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17 08:00/blue/content change sregdate:2016-11-10 08:00:00 eregdate:2016-11-24 08:00:00"
## [1] "2016-11-17 08:00"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
## dt HOD DOW log_calls Dc idx Dt DD
## Min. :2016-11-10 08:00:00 Min. : 0.0 Min. :1.000 Min. :2.079 Min. :0.0 Min. : 1.0 Min. :0.000 Min. :0.0000
## 1st Qu.:2016-11-14 13:00:00 1st Qu.: 6.0 1st Qu.:2.000 1st Qu.:4.615 1st Qu.:0.0 1st Qu.:157.8 1st Qu.:0.000 1st Qu.:0.0000
## Median :2016-11-17 19:30:00 Median :11.5 Median :4.000 Median :5.918 Median :0.5 Median :314.5 Median :1.000 Median :0.0000
## Mean :2016-11-17 15:19:29 Mean :11.5 Mean :4.089 Mean :5.521 Mean :0.5 Mean :314.5 Mean :0.535 Mean :0.2675
## 3rd Qu.:2016-11-21 02:00:00 3rd Qu.:17.0 3rd Qu.:6.000 3rd Qu.:6.527 3rd Qu.:1.0 3rd Qu.:471.2 3rd Qu.:1.000 3rd Qu.:1.0000
## Max. :2016-11-24 08:00:00 Max. :23.0 Max. :7.000 Max. :7.300 Max. :1.0 Max. :628.0 Max. :1.000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 6.971600 0.065472 106.4820 < 2.2e-16 ***
## Dc -0.903175 0.035005 -25.8016 < 2.2e-16 ***
## Dt 0.030190 0.032678 0.9239 0.355558
## DD 0.016503 0.042231 0.3908 0.695957
## as.factor(HOD)1 -0.093818 0.037077 -2.5304 0.011394 *
## as.factor(HOD)2 -0.287859 0.035724 -8.0579 7.759e-16 ***
## as.factor(HOD)3 -0.587114 0.040266 -14.5810 < 2.2e-16 ***
## as.factor(HOD)4 -0.895277 0.048091 -18.6165 < 2.2e-16 ***
## as.factor(HOD)5 -1.347736 0.058226 -23.1466 < 2.2e-16 ***
## as.factor(HOD)6 -1.977888 0.061977 -31.9130 < 2.2e-16 ***
## as.factor(HOD)7 -2.592541 0.053903 -48.0968 < 2.2e-16 ***
## as.factor(HOD)8 -3.152133 0.061676 -51.1075 < 2.2e-16 ***
## as.factor(HOD)9 -3.514785 0.083712 -41.9864 < 2.2e-16 ***
## as.factor(HOD)10 -3.489501 0.107861 -32.3520 < 2.2e-16 ***
## as.factor(HOD)11 -3.026719 0.059542 -50.8335 < 2.2e-16 ***
## as.factor(HOD)12 -2.032480 0.044006 -46.1864 < 2.2e-16 ***
## as.factor(HOD)13 -1.251199 0.047773 -26.1907 < 2.2e-16 ***
## as.factor(HOD)14 -0.655593 0.033295 -19.6905 < 2.2e-16 ***
## as.factor(HOD)15 -0.439668 0.035185 -12.4958 < 2.2e-16 ***
## as.factor(HOD)16 -0.466498 0.108023 -4.3185 1.571e-05 ***
## as.factor(HOD)17 -0.194404 0.037335 -5.2069 1.920e-07 ***
## as.factor(HOD)18 -0.165686 0.040232 -4.1183 3.817e-05 ***
## as.factor(HOD)19 -0.106427 0.037239 -2.8579 0.004264 **
## as.factor(HOD)20 -0.049914 0.035061 -1.4236 0.154548
## as.factor(HOD)21 0.046739 0.036724 1.2727 0.203123
## as.factor(HOD)22 0.094000 0.037286 2.5211 0.011699 *
## as.factor(HOD)23 0.062128 0.039991 1.5536 0.120290
## as.factor(DOW)2 -0.016237 0.059172 -0.2744 0.783772
## as.factor(DOW)3 0.024525 0.056967 0.4305 0.666820
## as.factor(DOW)4 0.097186 0.057111 1.7017 0.088808 .
## as.factor(DOW)5 0.061641 0.059422 1.0373 0.299579
## as.factor(DOW)6 0.057007 0.056606 1.0071 0.313901
## as.factor(DOW)7 0.296593 0.067114 4.4192 9.906e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## log_xabcall-log_calls log_xabcall-predicted log_xtkcall-log_calls log_xtkcall-predicted
## 314 314 314 314
## [1] "2016-10-11 07:00/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11 07:00/purple/0-10% sregdate:2016-10-04 07:00:00 eregdate:2016-10-18 07:00:00"
## [1] "2016-10-11 07:00"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
## dt HOD DOW rate_calls Dc idx Dt DD
## Min. :2016-10-04 07:00:00 Min. : 0.00 Min. :1.00 Min. :6.511e-05 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-10-07 22:15:00 1st Qu.: 5.00 1st Qu.:2.00 1st Qu.:1.004e-03 1st Qu.:0.0 1st Qu.:164.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-10-11 12:00:00 Median :11.00 Median :4.00 Median :2.818e-03 Median :0.5 Median :327.5 Median :1.0000 Median :0.0000
## Mean :2016-10-11 09:17:25 Mean :11.42 Mean :3.96 Mean :4.118e-03 Mean :0.5 Mean :327.5 Mean :0.5138 Mean :0.2569
## 3rd Qu.:2016-10-14 21:45:00 3rd Qu.:17.75 3rd Qu.:6.00 3rd Qu.:5.547e-03 3rd Qu.:1.0 3rd Qu.:490.8 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :2016-10-18 07:00:00 Max. :23.00 Max. :7.00 Max. :1.843e-02 Max. :1.0 Max. :654.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 0.01184678 0.00058649 20.1996 < 2.2e-16 ***
## Dc -0.00358635 0.00022696 -15.8017 < 2.2e-16 ***
## Dt -0.00031426 0.00025027 -1.2557 0.209228
## DD 0.00020789 0.00030194 0.6885 0.491120
## as.factor(HOD)1 -0.00123691 0.00066516 -1.8596 0.062947 .
## as.factor(HOD)2 -0.00312901 0.00054005 -5.7939 6.877e-09 ***
## as.factor(HOD)3 -0.00375551 0.00070367 -5.3370 9.449e-08 ***
## as.factor(HOD)4 -0.00525673 0.00055790 -9.4224 < 2.2e-16 ***
## as.factor(HOD)5 -0.00682962 0.00054691 -12.4877 < 2.2e-16 ***
## as.factor(HOD)6 -0.00771129 0.00058251 -13.2380 < 2.2e-16 ***
## as.factor(HOD)7 -0.00805121 0.00059436 -13.5460 < 2.2e-16 ***
## as.factor(HOD)8 -0.00812815 0.00063887 -12.7227 < 2.2e-16 ***
## as.factor(HOD)9 -0.00824371 0.00064818 -12.7181 < 2.2e-16 ***
## as.factor(HOD)10 -0.00801448 0.00066148 -12.1160 < 2.2e-16 ***
## as.factor(HOD)11 -0.00784225 0.00060980 -12.8603 < 2.2e-16 ***
## as.factor(HOD)12 -0.00729204 0.00056611 -12.8810 < 2.2e-16 ***
## as.factor(HOD)13 -0.00629687 0.00053997 -11.6616 < 2.2e-16 ***
## as.factor(HOD)14 -0.00573588 0.00057741 -9.9338 < 2.2e-16 ***
## as.factor(HOD)15 -0.00515232 0.00057436 -8.9705 < 2.2e-16 ***
## as.factor(HOD)16 -0.00414257 0.00059941 -6.9111 4.808e-12 ***
## as.factor(HOD)17 -0.00397090 0.00058402 -6.7992 1.052e-11 ***
## as.factor(HOD)18 -0.00372960 0.00062038 -6.0118 1.834e-09 ***
## as.factor(HOD)19 -0.00288157 0.00060244 -4.7832 1.725e-06 ***
## as.factor(HOD)20 -0.00183532 0.00063554 -2.8878 0.003879 **
## as.factor(HOD)21 -0.00111587 0.00063338 -1.7618 0.078109 .
## as.factor(HOD)22 0.00058214 0.00070414 0.8267 0.408385
## as.factor(HOD)23 0.00071019 0.00072933 0.9738 0.330180
## as.factor(DOW)2 -0.00219918 0.00027561 -7.9793 1.472e-15 ***
## as.factor(DOW)3 -0.00176335 0.00028557 -6.1749 6.619e-10 ***
## as.factor(DOW)4 -0.00195858 0.00029386 -6.6650 2.647e-11 ***
## as.factor(DOW)5 -0.00218211 0.00031589 -6.9078 4.923e-12 ***
## as.factor(DOW)6 -0.00159453 0.00029216 -5.4578 4.820e-08 ***
## as.factor(DOW)7 0.00065142 0.00035504 1.8348 0.066540 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## rate_xabcall-predicted rate_xabcall-rate_calls rate_xtkcall-predicted rate_xtkcall-rate_calls
## 327 327 327 327
## [1] "2016-10-18 07:00/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18 07:00/purple/10-30% sregdate:2016-10-11 07:00:00 eregdate:2016-10-25 07:00:00"
## [1] "2016-10-18 07:00"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
## dt HOD DOW rate_calls Dc idx Dt DD
## Min. :2016-10-11 07:00:00 Min. : 0.00 Min. :1.000 Min. :6.511e-05 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-10-14 18:15:00 1st Qu.: 5.25 1st Qu.:2.000 1st Qu.:9.738e-04 1st Qu.:0.0 1st Qu.:168.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-10-18 06:00:00 Median :11.00 Median :4.000 Median :2.786e-03 Median :0.5 Median :335.5 Median :0.0000 Median :0.0000
## Mean :2016-10-18 06:29:00 Mean :11.43 Mean :3.985 Mean :5.296e-03 Mean :0.5 Mean :335.5 Mean :0.4955 Mean :0.2478
## 3rd Qu.:2016-10-21 17:45:00 3rd Qu.:17.00 3rd Qu.:6.000 3rd Qu.:5.435e-03 3rd Qu.:1.0 3rd Qu.:502.8 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2016-10-25 07:00:00 Max. :23.00 Max. :7.000 Max. :2.894e-01 Max. :1.0 Max. :670.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 0.00913427 0.00153782 5.9397 2.855e-09 ***
## Dc -0.00336662 0.00057008 -5.9055 3.515e-09 ***
## Dt 0.00390249 0.00222488 1.7540 0.0794268 .
## DD -0.00233947 0.00237552 -0.9848 0.3247107
## as.factor(HOD)1 -0.00151753 0.00110957 -1.3677 0.1714132
## as.factor(HOD)2 -0.00314119 0.00106999 -2.9357 0.0033276 **
## as.factor(HOD)3 -0.00443551 0.00106476 -4.1657 3.104e-05 ***
## as.factor(HOD)4 -0.00561143 0.00106491 -5.2694 1.369e-07 ***
## as.factor(HOD)5 -0.00667370 0.00109553 -6.0918 1.117e-09 ***
## as.factor(HOD)6 -0.00745971 0.00112096 -6.6548 2.838e-11 ***
## as.factor(HOD)7 -0.00795471 0.00111001 -7.1663 7.703e-13 ***
## as.factor(HOD)8 -0.00820214 0.00116106 -7.0644 1.613e-12 ***
## as.factor(HOD)9 -0.00828378 0.00115684 -7.1607 8.028e-13 ***
## as.factor(HOD)10 -0.00806816 0.00116565 -6.9216 4.466e-12 ***
## as.factor(HOD)11 -0.00795314 0.00113847 -6.9858 2.832e-12 ***
## as.factor(HOD)12 -0.00732581 0.00111758 -6.5551 5.562e-11 ***
## as.factor(HOD)13 -0.00641716 0.00110742 -5.7947 6.844e-09 ***
## as.factor(HOD)14 -0.00566181 0.00113225 -5.0005 5.718e-07 ***
## as.factor(HOD)15 -0.00509349 0.00113614 -4.4832 7.355e-06 ***
## as.factor(HOD)16 -0.00444488 0.00113760 -3.9073 9.335e-05 ***
## as.factor(HOD)17 -0.00410719 0.00111597 -3.6804 0.0002329 ***
## as.factor(HOD)18 -0.00186589 0.00139908 -1.3337 0.1823167
## as.factor(HOD)19 0.00917137 0.00891900 1.0283 0.3038107
## as.factor(HOD)20 0.01224261 0.01031953 1.1864 0.2354825
## as.factor(HOD)21 -0.00020972 0.00105722 -0.1984 0.8427553
## as.factor(HOD)22 0.00083839 0.00107173 0.7823 0.4340473
## as.factor(HOD)23 0.00218005 0.00142262 1.5324 0.1254179
## as.factor(DOW)2 -0.00247909 0.00063573 -3.8996 9.635e-05 ***
## as.factor(DOW)3 -0.00151702 0.00064698 -2.3448 0.0190397 *
## as.factor(DOW)4 -0.00222679 0.00063732 -3.4940 0.0004758 ***
## as.factor(DOW)5 -0.00246876 0.00063943 -3.8608 0.0001130 ***
## as.factor(DOW)6 0.00724762 0.00416634 1.7396 0.0819354 .
## as.factor(DOW)7 0.00079998 0.00060206 1.3287 0.1839336
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## rate_xabcall-predicted rate_xabcall-rate_calls rate_xtkcall-predicted rate_xtkcall-rate_calls
## 335 335 335 335
## [1] "2016-11-01 07:00/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01 07:00/purple/30-50% sregdate:2016-10-25 07:00:00 eregdate:2016-11-08 07:00:00"
## [1] "2016-11-01 07:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW rate_calls Dc idx Dt DD
## Min. :2016-10-25 07:00:00 Min. : 0.00 Min. :1.000 Min. :7.373e-05 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-10-28 19:00:00 1st Qu.: 6.00 1st Qu.:2.000 1st Qu.:9.946e-04 1st Qu.:0.0 1st Qu.:169.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-11-01 07:00:00 Median :11.00 Median :4.000 Median :2.656e-03 Median :0.5 Median :337.5 Median :0.0000 Median :0.0000
## Mean :2016-11-01 07:00:00 Mean :11.49 Mean :3.997 Mean :3.899e-03 Mean :0.5 Mean :337.5 Mean :0.4985 Mean :0.2493
## 3rd Qu.:2016-11-04 19:00:00 3rd Qu.:17.00 3rd Qu.:6.000 3rd Qu.:5.099e-03 3rd Qu.:1.0 3rd Qu.:505.8 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2016-11-08 07:00:00 Max. :23.00 Max. :7.000 Max. :1.801e-02 Max. :1.0 Max. :674.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1.0981e-02 5.5859e-04 19.6579 < 2.2e-16 ***
## Dc -2.9944e-03 1.6712e-04 -17.9175 < 2.2e-16 ***
## Dt 1.2963e-03 2.2124e-04 5.8592 4.652e-09 ***
## DD -7.2898e-04 2.7365e-04 -2.6639 0.007723 **
## as.factor(HOD)1 -1.3685e-03 6.6973e-04 -2.0433 0.041021 *
## as.factor(HOD)2 -2.9086e-03 5.9234e-04 -4.9104 9.091e-07 ***
## as.factor(HOD)3 -4.2473e-03 5.4993e-04 -7.7233 1.133e-14 ***
## as.factor(HOD)4 -5.3640e-03 5.4663e-04 -9.8128 < 2.2e-16 ***
## as.factor(HOD)5 -6.7409e-03 5.4133e-04 -12.4525 < 2.2e-16 ***
## as.factor(HOD)6 -7.7534e-03 5.7543e-04 -13.4741 < 2.2e-16 ***
## as.factor(HOD)7 -8.1394e-03 5.9778e-04 -13.6159 < 2.2e-16 ***
## as.factor(HOD)8 -8.4207e-03 6.1867e-04 -13.6109 < 2.2e-16 ***
## as.factor(HOD)9 -8.4453e-03 6.2092e-04 -13.6012 < 2.2e-16 ***
## as.factor(HOD)10 -8.2917e-03 6.2078e-04 -13.3570 < 2.2e-16 ***
## as.factor(HOD)11 -8.0157e-03 6.0564e-04 -13.2351 < 2.2e-16 ***
## as.factor(HOD)12 -7.4046e-03 5.7239e-04 -12.9361 < 2.2e-16 ***
## as.factor(HOD)13 -6.5803e-03 5.4652e-04 -12.0404 < 2.2e-16 ***
## as.factor(HOD)14 -5.7608e-03 5.7129e-04 -10.0839 < 2.2e-16 ***
## as.factor(HOD)15 -5.1984e-03 5.9729e-04 -8.7034 < 2.2e-16 ***
## as.factor(HOD)16 -4.7812e-03 5.7538e-04 -8.3097 < 2.2e-16 ***
## as.factor(HOD)17 -4.4552e-03 5.8434e-04 -7.6244 2.453e-14 ***
## as.factor(HOD)18 -4.2601e-03 5.7346e-04 -7.4288 1.096e-13 ***
## as.factor(HOD)19 -3.5520e-03 5.7105e-04 -6.2201 4.968e-10 ***
## as.factor(HOD)20 -2.7833e-03 5.7267e-04 -4.8602 1.172e-06 ***
## as.factor(HOD)21 -1.4325e-03 6.3949e-04 -2.2401 0.025083 *
## as.factor(HOD)22 -3.3490e-04 6.9515e-04 -0.4818 0.629975
## as.factor(HOD)23 4.2713e-05 7.2627e-04 0.0588 0.953103
## as.factor(DOW)2 -2.3311e-03 2.7197e-04 -8.5714 < 2.2e-16 ***
## as.factor(DOW)3 -1.6272e-03 2.7401e-04 -5.9384 2.878e-09 ***
## as.factor(DOW)4 -1.6144e-03 2.6463e-04 -6.1007 1.056e-09 ***
## as.factor(DOW)5 -1.9883e-03 2.6588e-04 -7.4780 7.546e-14 ***
## as.factor(DOW)6 -1.2934e-03 2.7998e-04 -4.6195 3.846e-06 ***
## as.factor(DOW)7 4.8042e-04 3.3668e-04 1.4270 0.153594
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## rate_xabcall-predicted rate_xabcall-rate_calls rate_xtkcall-predicted rate_xtkcall-rate_calls
## 337 337 337 337
## [1] "2016-12-15 08:00/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15 08:00/purple/50-90% sregdate:2016-12-08 08:00:00 eregdate:2016-12-22 08:00:00"
## [1] "2016-12-15 08:00"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW rate_calls Dc idx Dt DD
## Min. :2016-12-08 08:00:00 Min. : 0.00 Min. :1.000 Min. :7.511e-05 Min. :0.0 Min. : 1.0 Min. :0.0000 Min. :0.0000
## 1st Qu.:2016-12-11 20:00:00 1st Qu.: 6.00 1st Qu.:2.000 1st Qu.:1.041e-03 1st Qu.:0.0 1st Qu.:169.2 1st Qu.:0.0000 1st Qu.:0.0000
## Median :2016-12-15 08:00:00 Median :11.00 Median :4.000 Median :3.160e-03 Median :0.5 Median :337.5 Median :0.0000 Median :0.0000
## Mean :2016-12-15 08:00:00 Mean :11.49 Mean :4.003 Mean :4.459e-03 Mean :0.5 Mean :337.5 Mean :0.4985 Mean :0.2493
## 3rd Qu.:2016-12-18 20:00:00 3rd Qu.:17.00 3rd Qu.:6.000 3rd Qu.:5.958e-03 3rd Qu.:1.0 3rd Qu.:505.8 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :2016-12-22 08:00:00 Max. :23.00 Max. :7.000 Max. :1.985e-02 Max. :1.0 Max. :674.0 Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1.2310e-02 6.3593e-04 19.3576 < 2.2e-16 ***
## Dc -3.6116e-03 1.9469e-04 -18.5501 < 2.2e-16 ***
## Dt 1.3220e-03 2.4850e-04 5.3202 1.037e-07 ***
## DD -8.3548e-04 3.0785e-04 -2.7139 0.0066501 **
## as.factor(HOD)1 -8.3163e-04 7.6187e-04 -1.0916 0.2750276
## as.factor(HOD)2 -1.8679e-03 7.2997e-04 -2.5588 0.0105029 *
## as.factor(HOD)3 -3.0678e-03 6.9338e-04 -4.4244 9.669e-06 ***
## as.factor(HOD)4 -4.8210e-03 6.3052e-04 -7.6460 2.073e-14 ***
## as.factor(HOD)5 -6.1735e-03 6.1989e-04 -9.9590 < 2.2e-16 ***
## as.factor(HOD)6 -7.5088e-03 6.7108e-04 -11.1892 < 2.2e-16 ***
## as.factor(HOD)7 -8.5388e-03 6.9573e-04 -12.2731 < 2.2e-16 ***
## as.factor(HOD)8 -9.0598e-03 6.9096e-04 -13.1120 < 2.2e-16 ***
## as.factor(HOD)9 -9.3908e-03 7.1615e-04 -13.1129 < 2.2e-16 ***
## as.factor(HOD)10 -9.4307e-03 7.2017e-04 -13.0951 < 2.2e-16 ***
## as.factor(HOD)11 -9.3081e-03 7.1904e-04 -12.9451 < 2.2e-16 ***
## as.factor(HOD)12 -8.9359e-03 6.9719e-04 -12.8171 < 2.2e-16 ***
## as.factor(HOD)13 -8.2582e-03 6.6814e-04 -12.3599 < 2.2e-16 ***
## as.factor(HOD)14 -7.2139e-03 6.3577e-04 -11.3468 < 2.2e-16 ***
## as.factor(HOD)15 -6.3106e-03 6.5397e-04 -9.6498 < 2.2e-16 ***
## as.factor(HOD)16 -5.6063e-03 6.6164e-04 -8.4734 < 2.2e-16 ***
## as.factor(HOD)17 -4.9546e-03 6.6790e-04 -7.4181 1.188e-13 ***
## as.factor(HOD)18 -4.5341e-03 6.7671e-04 -6.7003 2.080e-11 ***
## as.factor(HOD)19 -4.2181e-03 6.8129e-04 -6.1913 5.968e-10 ***
## as.factor(HOD)20 -3.4216e-03 6.7386e-04 -5.0777 3.821e-07 ***
## as.factor(HOD)21 -2.3859e-03 7.0106e-04 -3.4033 0.0006658 ***
## as.factor(HOD)22 -1.0531e-03 7.5459e-04 -1.3956 0.1628446
## as.factor(HOD)23 -2.5162e-05 8.1741e-04 -0.0308 0.9754431
## as.factor(DOW)2 -2.0656e-03 2.9270e-04 -7.0572 1.699e-12 ***
## as.factor(DOW)3 -1.3488e-03 2.9028e-04 -4.6465 3.375e-06 ***
## as.factor(DOW)4 -1.1812e-03 2.9380e-04 -4.0204 5.811e-05 ***
## as.factor(DOW)5 -2.0931e-03 2.9938e-04 -6.9913 2.724e-12 ***
## as.factor(DOW)6 -2.0891e-03 2.9044e-04 -7.1929 6.343e-13 ***
## as.factor(DOW)7 4.1514e-04 3.4043e-04 1.2195 0.2226712
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## rate_xabcall-predicted rate_xabcall-rate_calls rate_xtkcall-predicted rate_xtkcall-rate_calls
## 337 337 337 337
## [1] "2016-11-17 08:00/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17 08:00/blue/content change sregdate:2016-11-10 08:00:00 eregdate:2016-11-24 08:00:00"
## [1] "2016-11-17 08:00"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
## dt HOD DOW rate_calls Dc idx Dt DD
## Min. :2016-11-10 08:00:00 Min. : 0.0 Min. :1.000 Min. :8.415e-05 Min. :0.0 Min. : 1.0 Min. :0.000 Min. :0.0000
## 1st Qu.:2016-11-14 13:00:00 1st Qu.: 6.0 1st Qu.:2.000 1st Qu.:1.009e-03 1st Qu.:0.0 1st Qu.:157.8 1st Qu.:0.000 1st Qu.:0.0000
## Median :2016-11-17 19:30:00 Median :11.5 Median :4.000 Median :2.784e-03 Median :0.5 Median :314.5 Median :1.000 Median :0.0000
## Mean :2016-11-17 15:19:29 Mean :11.5 Mean :4.089 Mean :3.997e-03 Mean :0.5 Mean :314.5 Mean :0.535 Mean :0.2675
## 3rd Qu.:2016-11-21 02:00:00 3rd Qu.:17.0 3rd Qu.:6.000 3rd Qu.:5.096e-03 3rd Qu.:1.0 3rd Qu.:471.2 3rd Qu.:1.000 3rd Qu.:1.0000
## Max. :2016-11-24 08:00:00 Max. :23.0 Max. :7.000 Max. :2.819e-02 Max. :1.0 Max. :628.0 Max. :1.000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 0.01235264 0.00078697 15.6964 < 2.2e-16 ***
## Dc -0.00332162 0.00019377 -17.1422 < 2.2e-16 ***
## Dt 0.00026707 0.00023584 1.1324 0.2574522
## DD -0.00029104 0.00029095 -1.0003 0.3171687
## as.factor(HOD)1 -0.00135604 0.00087892 -1.5428 0.1228687
## as.factor(HOD)2 -0.00240888 0.00083487 -2.8853 0.0039098 **
## as.factor(HOD)3 -0.00399171 0.00079607 -5.0143 5.323e-07 ***
## as.factor(HOD)4 -0.00513564 0.00079107 -6.4920 8.469e-11 ***
## as.factor(HOD)5 -0.00646897 0.00078115 -8.2813 < 2.2e-16 ***
## as.factor(HOD)6 -0.00787069 0.00079648 -9.8819 < 2.2e-16 ***
## as.factor(HOD)7 -0.00862659 0.00081618 -10.5694 < 2.2e-16 ***
## as.factor(HOD)8 -0.00893790 0.00082387 -10.8487 < 2.2e-16 ***
## as.factor(HOD)9 -0.00910144 0.00083372 -10.9166 < 2.2e-16 ***
## as.factor(HOD)10 -0.00897336 0.00083554 -10.7396 < 2.2e-16 ***
## as.factor(HOD)11 -0.00903932 0.00084191 -10.7367 < 2.2e-16 ***
## as.factor(HOD)12 -0.00855465 0.00082157 -10.4126 < 2.2e-16 ***
## as.factor(HOD)13 -0.00793921 0.00080042 -9.9188 < 2.2e-16 ***
## as.factor(HOD)14 -0.00690585 0.00078219 -8.8288 < 2.2e-16 ***
## as.factor(HOD)15 -0.00626645 0.00079387 -7.8936 2.937e-15 ***
## as.factor(HOD)16 -0.00609776 0.00081492 -7.4826 7.285e-14 ***
## as.factor(HOD)17 -0.00512155 0.00078901 -6.4911 8.520e-11 ***
## as.factor(HOD)18 -0.00482346 0.00079696 -6.0523 1.428e-09 ***
## as.factor(HOD)19 -0.00448342 0.00080056 -5.6003 2.139e-08 ***
## as.factor(HOD)20 -0.00396707 0.00079403 -4.9961 5.850e-07 ***
## as.factor(HOD)21 -0.00295271 0.00080149 -3.6840 0.0002296 ***
## as.factor(HOD)22 -0.00166739 0.00083559 -1.9955 0.0459924 *
## as.factor(HOD)23 -0.00030856 0.00098982 -0.3117 0.7552402
## as.factor(DOW)2 -0.00224914 0.00032872 -6.8421 7.803e-12 ***
## as.factor(DOW)3 -0.00182229 0.00032600 -5.5898 2.273e-08 ***
## as.factor(DOW)4 -0.00136951 0.00033762 -4.0564 4.984e-05 ***
## as.factor(DOW)5 -0.00204335 0.00034153 -5.9830 2.191e-09 ***
## as.factor(DOW)6 -0.00149253 0.00035977 -4.1485 3.346e-05 ***
## as.factor(DOW)7 0.00068865 0.00041590 1.6558 0.0977585 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
##
## rate_xabcall-predicted rate_xabcall-rate_calls rate_xtkcall-predicted rate_xtkcall-rate_calls
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Model DID Results
| idx | title | formula | chgDate | chgVal | chgCoef.fit | chgCoef.smry | chgStd.smry | chgZval.cfit | chgPval.cfit | sig |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Xbox - Hourly Chats | . chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-10-11 07:00 . | . 0_10 | -3.1096 | -3.1096 | 5.2088 | -0.5971 | 0.5504 | | |
| 2 | Xbox - Hourly Chats | . chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-10-18 07:00 . | . 10_30 | 12.7354 | 12.7354 | 4.7830 | 2.6657 | 0.0077 | | ** |
| 3 | Xbox - Hourly Chats | . chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-11-01 07:00 . | . 30_50 | -16.1301 | -16.1301 | 5.0257 | -3.2070 | 0.0013 | | ** |
| 4 | Xbox - Hourly Chats | . chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-12-15 08:00 . | . 50_90 | -16.0574 | -16.0574 | 5.1744 | -3.1014 | 0.0019 | | ** |
| 5 | Xbox - Hourly Chats | . chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-11-17 08:00 . | . content change | 7.4113 | 7.4113 | 5.5617 | 1.3185 | 0.1873 | | |
| 6 | Xbox - log(Hourly Chats) | . log_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-10-11 07:00 . | . 0_10 | -0.1497 | -0.1497 | 0.0420 | -3.5889 | 0.0003 | | *** |
| 7 | Xbox - log(Hourly Chats) | . log_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-10-18 07:00 . | . 10_30 | 0.1466 | 0.1466 | 0.0402 | 3.6577 | 0.0003 | | *** |
| 8 | Xbox - log(Hourly Chats) | . log_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-11-01 07:00 . | . 30_50 | -0.0147 | -0.0147 | 0.0409 | -0.3597 | 0.7191 | | |
| 9 | Xbox - log(Hourly Chats) | . log_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-12-15 08:00 . | . 50_90 | -0.0121 | -0.0121 | 0.0316 | -0.3827 | 0.7020 | | |
| 10 | Xbox - log(Hourly Chats) | . log_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-11-17 08:00 . | . content change | 0.1540 | 0.1540 | 0.0476 | 3.1131 | 0.0019 | | ** |
| 11 | Xbox - Hourly Chat Rate | . rate_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-10-11 07:00 . | . 0_10 | 0.0000 | 0.0000 | 0.0001 | 0.2016 | 0.8403 | | |
| 12 | Xbox - Hourly Chat Rate | . rate_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-10-18 07:00 . | . 10_30 | -0.0003 | -0.0003 | 0.0003 | -0.7791 | 0.4359 | | |
| 13 | Xbox - Hourly Chat Rate | . rate_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-11-01 07:00 . | . 30_50 | -0.0002 | -0.0002 | 0.0001 | -3.2561 | 0.0011 | | ** |
| 14 | Xbox - Hourly Chat Rate | . rate_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-12-15 08:00 . | . 50_90 | -0.0002 | -0.0002 | 0.0001 | -4.0066 | 0.0001 | | *** |
| 15 | Xbox - Hourly Chat Rate | . rate_chats ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-11-17 08:00 . | . content change | 0.0000 | 0.0000 | 0.0001 | 0.1594 | 0.8734 | | |
| 16 | Xbox - Hourly Calls | . calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-10-11 07:00 . | . 0_10 | -0.4038 | -0.4038 | 28.9965 | -0.0139 | 0.9889 | | |
| 17 | Xbox - Hourly Calls | . calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-10-18 07:00 . | . 10_30 | -2.4161 | -2.4161 | 27.1341 | -0.0890 | 0.9291 | | |
| 18 | Xbox - Hourly Calls | . calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-11-01 07:00 . | . 30_50 | -63.4488 | -63.4488 | 25.5702 | -2.4805 | 0.0131 | | * |
| 19 | Xbox - Hourly Calls | . calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-12-15 08:00 . | . 50_90 | -42.5445 | -42.5445 | 30.1406 | -1.4116 | 0.1581 | | |
| 20 | Xbox - Hourly Calls | . calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-11-17 08:00 . | . content change | -12.0094 | -12.0094 | 25.9935 | -0.4611 | 0.6448 | | |
| 21 | Xbox - log(Hourly Calls) | . log_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-10-11 07:00 . | . 0_10 | -0.0126 | -0.0126 | 0.0453 | -0.2797 | 0.7797 | | |
| 22 | Xbox - log(Hourly Calls) | . log_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-10-18 07:00 . | . 10_30 | 0.0126 | 0.0126 | 0.0431 | 0.2933 | 0.7693 | | |
| 23 | Xbox - log(Hourly Calls) | . log_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-11-01 07:00 . | . 30_50 | 0.0531 | 0.0531 | 0.0341 | 1.5548 | 0.1200 | | |
| 24 | Xbox - log(Hourly Calls) | . log_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-12-15 08:00 . | . 50_90 | 0.0120 | 0.0120 | 0.0322 | 0.3743 | 0.7082 | | |
| 25 | Xbox - log(Hourly Calls) | . log_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-11-17 08:00 . | . content change | 0.0165 | 0.0165 | 0.0413 | 0.3908 | 0.6960 | | |
| 26 | Xbox - Hourly Call Rate | . rate_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-10-11 07:00 . | . 0_10 | 0.0002 | 0.0002 | 0.0003 | 0.6885 | 0.4911 | | |
| 27 | Xbox - Hourly Call Rate | . rate_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-10-18 07:00 . | . 10_30 | -0.0023 | -0.0023 | 0.0024 | -0.9848 | 0.3247 | | |
| 28 | Xbox - Hourly Call Rate | . rate_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-11-01 07:00 . | . 30_50 | -0.0007 | -0.0007 | 0.0003 | -2.6639 | 0.0077 | | ** |
| 29 | Xbox - Hourly Call Rate | . rate_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-12-15 08:00 . | . 50_90 | -0.0008 | -0.0008 | 0.0003 | -2.7139 | 0.0067 | | ** |
| 30 | Xbox - Hourly Call Rate | . rate_calls ~ Dc + Dt + DD + as.factor(HOD) + as.factor(DOW) | . 2016-11-17 08:00 . | . content change | -0.0003 | -0.0003 | 0.0003 | -1.0003 | 0.3172 | | |
Done
## [1] "Version 0.4 created on 30 Apr 2017 - 11:30:19 took 43.1 secs"